library(tidyverse)
Registered S3 method overwritten by 'dplyr':
method from
print.rowwise_df
Registered S3 methods overwritten by 'dbplyr':
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print.tbl_sql
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library(lme4)
Loading required package: Matrix
Attaching package: ‘Matrix’
The following objects are masked from ‘package:tidyr’:
expand, pack, unpack
library(lmerTest)
Attaching package: ‘lmerTest’
The following object is masked from ‘package:lme4’:
lmer
The following object is masked from ‘package:stats’:
step
library(logging)
library(mvtnorm)
library(mgcv)
Loading required package: nlme
Attaching package: ‘nlme’
The following object is masked from ‘package:lme4’:
lmList
The following object is masked from ‘package:dplyr’:
collapse
This is mgcv 1.8-31. For overview type 'help("mgcv-package")'.
# Provides bootstrap resampling tools
library(rsample)
# Compute the log-likelihood of a new dataset using a fit lme4 model.
logLik_test <- function(lm, test_X, test_y) {
predictions <- predict(lm, test_X, re.form=NA)
# Get std.dev. of residual, estimated from train data
stdev <- sigma(lm)
# For each prediction--observation, get the density p(obs | N(predicted, model_sigma)) and reduce
density <- sum(dnorm(test_y, predictions, stdev, log=TRUE))
return(density)
}
# Get per-prediction log-likelihood
logLik_test_per <- function(lm, test_X, test_y) {
predictions <- predict(lm, test_X, re.form=NA)
# Get std.dev. of residual, estimated from train data
stdev <- sigma(lm)
# For each prediction--observation, get the density p(obs | N(predicted, model_sigma))
densities <- dnorm(test_y, predictions, stdev, log=TRUE)
return(densities)
}
# Compute MSE of a new dataset using a fit lme4 model.
mse_test <- function(lm, test_X, test_y) {
return(mean((predict(lm, test_X, re.form=NA) - test_y) ^ 2))
}
#Sanity checks
#mylm <- gam(psychometric ~ s(surprisal, bs = "cr", k = 20) + s(prev_surp, bs = "cr", k = 20) + te(freq, len, bs = "cr") + te(prev_freq, prev_len, bs = "cr"), data=train_data)
#c(logLik(mylm), logLik_test(mylm, train_data, train_data$psychometric))
#logLik_test(mylm, test_data, test_data$psychometric)
data = read.csv("../data/harmonized_results.csv")
all_data = data %>%
mutate(seed = as.factor(seed)) %>%
group_by(corpus, model, training, seed) %>%
mutate(prev_surp = lag(surprisal),
prev_code = lag(code),
prev_len = lag(len),
prev_freq = lag(freq),
prev_surp = lag(surprisal),
prev2_freq = lag(prev_freq),
prev2_code = lag(prev_code),
prev2_len = lag(prev_len),
prev2_surp = lag(prev_surp),
prev3_freq = lag(prev2_freq),
prev3_code = lag(prev2_code),
prev3_len = lag(prev2_len),
prev3_surp = lag(prev2_surp),
prev4_freq = lag(prev3_freq),
prev4_code = lag(prev3_code),
prev4_len = lag(prev3_len),
prev4_surp = lag(prev3_surp)) %>%
ungroup() %>%
# Filter back two for the dundee corpus. Filter back 1 for all other corpora
# NB this effectively removes all zero-surprisal rows, since early-sentence tokens don't have contiguous token history
filter((corpus == "dundee" & code == prev2_code + 2) | (corpus != "dundee" & code == prev4_code + 4)) %>%
select(-prev_code, -prev2_code, -prev3_code) %>%
drop_na()
all_data = all_data %>%
mutate(
model = as.character(model),
model = if_else(model == "gpt-2", "gpt2", model),
model = as.factor(model))
missing_rows = all_data %>% complete(nesting(corpus, code), nesting(model, training, seed)) %>%
group_by(corpus, code) %>%
filter(sum(is.na(surprisal)) > 0) %>%
ungroup() %>%
anti_join(all_data, by=c("corpus", "code", "model", "training", "seed"))
missing_rows %>% ggplot(aes(x=corpus, fill=factor(paste(model,training)))) +
geom_bar(position=position_dodge(width=0.8))
print(missing_rows %>% group_by(model, training, seed, corpus) %>% summarise(n=n()) %>% arrange(desc(n)))
# Compute the ideal number of model--seed--training observations per token.
to_drop = all_data %>%
group_by(corpus, code) %>% summarise(n = n()) %>% ungroup() %>%
group_by(corpus) %>% mutate( max_n = max(n)) %>% ungroup() %>%
filter(max_n != n) %>%
select(code, corpus)
# Find tokens which have 28 observations and compare model+training freqs
all_data %>% filter(corpus == "bnc-brown") %>% group_by(code) %>% filter(n() == 28)
tempx = all_data %>% filter(corpus == "bnc-brown", code == 17103)
table(paste(tempx$model, tempx$training))
5gram bllip-lg 5gram bllip-md 5gram bllip-sm 5gram bllip-xs gpt2 bllip-lg gpt2 bllip-lg-gptbpe gpt2 bllip-md gpt2 bllip-md-gptbpe gpt2 bllip-sm-gptbpe gpt2 bllip-xs-gptbpe rnng bllip-lg
1 1 1 1 1 1 1 1 1 1 1
rnng bllip-md rnng bllip-sm rnng bllip-xs vanilla bllip-lg vanilla bllip-md vanilla bllip-sm vanilla bllip-xs
2 2 4 1 3 3 3
# This one is missing a seed
#to_drop %>% filter(corpus == "bnc-brown") %>% arrange(code)
tempx = all_data %>% filter(corpus == "bnc-brown", code == 17017)
table(paste(tempx$model, tempx$training))
5gram bllip-lg 5gram bllip-md 5gram bllip-sm 5gram bllip-xs gpt2 bllip-lg gpt2 bllip-lg-gptbpe gpt2 bllip-md gpt2 bllip-md-gptbpe gpt2 bllip-sm-gptbpe gpt2 bllip-xs-gptbpe rnng bllip-lg
1 1 1 1 1 1 1 1 1 1 1
rnng bllip-md rnng bllip-sm rnng bllip-xs vanilla bllip-lg vanilla bllip-md vanilla bllip-sm vanilla bllip-xs
2 2 4 1 3 3 3
# nvm somehow not a problem anymore ..
# # Zooming in on the problem -- why is there no bllip-lg data here?
# all_data %>% filter(corpus == "dundee", model == "vanilla", training == "bllip-lg", code > 10720, code < 10730)
loginfo(paste("Dropping", nrow(to_drop), "observations corresponding to corpus tokens which are missing observations for some model."))
[0m2021-04-03 12:20:19 INFO::Dropping 10561 observations corresponding to corpus tokens which are missing observations for some model.[0m[0m[0m
loginfo(paste("Dropping", to_drop %>% group_by(corpus, code) %>% n_groups(), "tokens which are missing observations for some model."))
[0m2021-04-03 12:20:19 INFO::Dropping 10561 tokens which are missing observations for some model.[0m[0m[0m
all_data = all_data %>% anti_join(to_drop %>% group_by(corpus, code), by=c("corpus", "code"))
loginfo(paste("After drop,", nrow(all_data), "observations (", all_data %>% group_by(corpus, code) %>% n_groups(), " tokens) remain."))
[0m2021-04-03 12:20:19 INFO::After drop, 960335 observations ( 33115 tokens) remain.[0m[0m[0m
to_drop_zero_surps = all_data %>% group_by(corpus, code) %>% filter(any(surprisal == 0)) %>% ungroup()
loginfo(paste("Dropping", nrow(to_drop_zero_surps), "observations corresponding to corpus tokens which have surprisal zeros for some model."))
[0m2021-04-03 12:20:25 INFO::Dropping 116 observations corresponding to corpus tokens which have surprisal zeros for some model.[0m[0m[0m
loginfo(paste("Dropping", to_drop_zero_surps %>% group_by(corpus, code) %>% n_groups(), "tokens which have surprisal zeros for some model."))
[0m2021-04-03 12:20:26 INFO::Dropping 4 tokens which have surprisal zeros for some model.[0m[0m[0m
all_data = all_data %>% anti_join(to_drop_zero_surps %>% group_by(corpus, code), by=c("corpus", "code"))
loginfo(paste("After drop,", nrow(all_data), "observations (", all_data %>% group_by(corpus, code) %>% n_groups(), " tokens) remain."))
[0m2021-04-03 12:20:26 INFO::After drop, 960219 observations ( 33111 tokens) remain.[0m[0m[0m
to_drop_zero_psychs = all_data %>% group_by(corpus, code) %>% filter(any(psychometric == 0)) %>% ungroup()
loginfo(paste("Dropping", nrow(to_drop_zero_psychs), "observations corresponding to corpus tokens which have psychometric zeros for some model."))
[0m2021-04-03 12:20:30 INFO::Dropping 14935 observations corresponding to corpus tokens which have psychometric zeros for some model.[0m[0m[0m
loginfo(paste("Dropping", to_drop_zero_psychs %>% group_by(corpus, code) %>% n_groups(), "tokens which have psychometric zeros for some model."))
[0m2021-04-03 12:20:30 INFO::Dropping 515 tokens which have psychometric zeros for some model.[0m[0m[0m
all_data = all_data %>% anti_join(to_drop_zero_psychs %>% group_by(corpus, code), by=c("corpus", "code"))
loginfo(paste("After drop,", nrow(all_data), "observations (", all_data %>% group_by(corpus, code) %>% n_groups(), " tokens) remain."))
[0m2021-04-03 12:20:30 INFO::After drop, 945284 observations ( 32596 tokens) remain.[0m[0m[0m
# Compute linear model stats for the given training data subset and full test data.
# Automatically subsets the test data to match the relevant group for which we are training a linear model.
get_lm_data <- function(df, test_data, formula, fold, store_env) {
#this_lm <- gam(formula, data=df);
print(paste(unique(paste(df$model, df$training, df$seed, df$corpus))[1], fold, nrow(df)))
this_lm = lm(formula, data=df)
this_test_data <- semi_join(test_data, df, by=c("training", "model", "seed", "corpus"));
# Save lm to the global env so that we can access residuals later.
lm_name = paste(unique(paste(df$model, df$training, df$seed, df$corpus))[1], fold)
assign(lm_name, this_lm, envir=store_env)
summarise(df,
log_lik = as.numeric(logLik(this_lm, REML = F)),
test_lik = logLik_test(this_lm, this_test_data, this_test_data$psychometric),
test_mse = mse_test(this_lm, this_test_data, this_test_data$psychometric))
}
# For a previously fitted lm stored in store_env, get the residuals on test data of the relevant data subset.
get_lm_residuals <- function(df, fold, store_env) {
# Retrieve the relevant lm.
lm_name = paste(unique(paste(df$model, df$training, df$seed, df$corpus))[1], fold)
this_lm <- get(lm_name, envir=store_env)
mutate(df,
likelihood = logLik_test_per(this_lm, df, df$psychometric),
resid = df$psychometric - predict(this_lm, df, re.form=NA))
}
# Compute per-example delta-log-likelihood for the given test fold.
get_lm_delta_log_lik <- function(test_data, fold, baseline_env, full_env) {
lm_name = paste(unique(paste(test_data$model, test_data$training, test_data$seed, test_data$corpus))[1], fold)
baseline_lm <- get(lm_name, envir=baseline_env)
full_lm <- get(lm_name, envir=full_env)
delta_log_lik = logLik_test_per(full_lm, test_data, test_data$psychometric) - logLik_test_per(baseline_lm, test_data, test_data$psychometric)
return(cbind(test_data, delta_log_lik=delta_log_lik))
}
#####
# Define regression formulae.
# Regression code to fit GAM models.
#baseline_rt_regression = psychometric ~ te(freq, len, bs = "cr") + te(prev_freq, prev_len, bs = "cr") + te(prev2_freq, prev2_len, bs = "cr")
#baselie_sprt_regression = psychometric ~ te(freq, len, bs = "cr") + te(prev_freq, prev_len, bs = "cr") + te(prev2_freq, prev2_len, bs = "cr") + te(prev3_freq, prev3_len, bs = "cr") + te(prev4_freq, prev4_len, bs = "cr")
#full_rt_regression = psychometric ~ s(surprisal, bs = "cr", k = 20) + s(prev_surp, bs = "cr", k = 20) + s(prev2_surp, bs = "cr", k = 20) + te(freq, len, bs = "cr") + te(prev_freq, prev_len, bs = "cr") + te(prev2_freq, prev2_len, bs = "cr")
#full_sprt_regression = psychometric ~ s(surprisal, bs = "cr", k = 20) + s(prev_surp, bs = "cr", k = 20) + s(prev2_surp, bs = "cr", k = 20) + s(prev3_surp, bs = "cr", k = 20) + s(prev4_surp, bs = "cr", k = 20) + te(freq, len, bs = "cr") + te(prev_freq, prev_len, bs = "cr") + te(prev2_freq, prev2_len, bs = "cr") + te(prev3_freq, prev3_len, bs = "cr") + te(prev4_freq, prev4_len, bs = "cr")
# Regression Code to fit linear models
baseline_rt_regression = psychometric ~ freq + prev_freq + prev2_freq + len + prev_len + prev2_len
baseline_sprt_regression = psychometric ~ freq + prev_freq + prev2_freq + prev3_freq + prev4_freq + len + prev_len + prev2_len + prev3_len + prev4_len
full_sprt_regression = psychometric ~ surprisal + prev_surp + prev2_surp + prev3_surp + prev4_surp + freq + prev_freq + prev2_freq + prev3_freq + prev4_freq + len + prev_len + prev2_len + prev3_len + prev4_len
full_rt_regression = psychometric ~ surprisal + prev_surp + prev2_surp + freq + prev_freq + prev2_freq + len + prev_len + prev2_len
#####
# Prepare frames/environments for storing results/objects.
baseline_results = data.frame()
full_model_results = data.frame()
baseline_residuals = data.frame()
full_residuals = data.frame()
log_lik_deltas = data.frame()
#Randomly shuffle the data
all_data<-all_data[sample(nrow(all_data)),]
#Create K equally size folds
K = 10
folds <- cut(seq(1,nrow(all_data)),breaks=K,labels=FALSE)
#Perform 10 fold cross validation
# Fit models for some fold of the data.
baseline_corpus = function(corpus, df, test_data, fold, env) {
if(corpus == "dundee") {
get_lm_data(df, test_data, baseline_rt_regression, fold, env)
} else {
get_lm_data(df, test_data, baseline_sprt_regression, fold, env)
}
}
full_model_corpus = function(corpus, df, test_data, fold, env) {
if(corpus[1] == "dundee") {
get_lm_data(df, test_data, full_rt_regression, fold, env)
} else {
get_lm_data(df, test_data, full_sprt_regression, fold, env)
}
}
# Prepare a new Environment in which we store fitted LMs, which we'll query later for residuals and other metrics.
baseline_env = new.env()
full_env = new.env()
for(i in 1:K) {
#Segement your data by fold using the which() function
testIndexes <- which(folds==i, arr.ind=TRUE)
test_data <- all_data[testIndexes, ]
train_data <- all_data[-testIndexes, ]
# Compute a baseline linear model for each model--training--seed--RT-corpus combination.
baselines = train_data %>%
group_by(model, training, seed, corpus) %>%
print(model) %>%
do(baseline_corpus(unique(.$corpus), ., test_data, i, baseline_env)) %>%
ungroup() %>%
mutate(seed = as.factor(seed),
fold = i)
baseline_results = rbind(baseline_results, baselines)
# Compute a full linear model for each model--training--seed-RT-corpus combination
full_models = train_data %>%
group_by(model, training, seed, corpus) %>%
do(full_model_corpus(unique(.$corpus), ., test_data, i, full_env)) %>%
ungroup() %>%
mutate(seed = as.factor(seed),
fold = i)
full_model_results = rbind(full_model_results, full_models)
# Compute delta-log-likelihoods
fold_log_lik_deltas = test_data %>%
group_by(model, training, seed, corpus) %>%
do(get_lm_delta_log_lik(., i, baseline_env, full_env)) %>%
ungroup()
log_lik_deltas = rbind(log_lik_deltas, fold_log_lik_deltas)
fold_baseline_residuals = test_data %>%
group_by(model, training, seed, corpus) %>%
do(get_lm_residuals(., i, baseline_env)) %>%
ungroup()
baseline_residuals = rbind(baseline_residuals, fold_baseline_residuals)
fold_full_residuals = test_data %>%
group_by(model, training, seed, corpus) %>%
do(get_lm_residuals(., i, full_env)) %>%
ungroup()
full_residuals = rbind(full_residuals, fold_full_residuals)
}
[1] "5gram bllip-lg 1111 bnc-brown 1 1686"
[1] "5gram bllip-lg 1111 dundee 1 24474"
[1] "5gram bllip-lg 1111 natural-stories 1 3103"
[1] "5gram bllip-md 1111 bnc-brown 1 1687"
[1] "5gram bllip-md 1111 dundee 1 24574"
[1] "5gram bllip-md 1111 natural-stories 1 3060"
[1] "5gram bllip-sm 1111 bnc-brown 1 1693"
[1] "5gram bllip-sm 1111 dundee 1 24566"
[1] "5gram bllip-sm 1111 natural-stories 1 3115"
[1] "5gram bllip-xs 1111 bnc-brown 1 1668"
[1] "5gram bllip-xs 1111 dundee 1 24505"
[1] "5gram bllip-xs 1111 natural-stories 1 3100"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 1 1696"
[1] "gpt2 bllip-lg 1587139950 dundee 1 24497"
[1] "gpt2 bllip-lg 1587139950 natural-stories 1 3098"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 1 1684"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 1 24598"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 1 3094"
[1] "gpt2 bllip-md 1586986276 bnc-brown 1 1694"
[1] "gpt2 bllip-md 1586986276 dundee 1 24505"
[1] "gpt2 bllip-md 1586986276 natural-stories 1 3078"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 1 24647"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 1 3058"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 1 1710"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 1 24633"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 1 3094"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 1 1684"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 1 24544"
[1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 1 3099"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 1 1698"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 1 24578"
|============================================================================= | 36% ~4 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 1 3119"
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[1] "vanilla bllip-xs 111 dundee 1 24535"
|======================================================================================================================================================================================================== | 92% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 1 3073"
|========================================================================================================================================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 120 bnc-brown 1 1715"
[1] "vanilla bllip-xs 120 dundee 1 24563"
|=============================================================================================================================================================================================================== | 95% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 1 3085"
|================================================================================================================================================================================================================== | 97% ~0 s remaining [1] "vanilla bllip-xs 922 bnc-brown 1 1699"
|==================================================================================================================================================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 1 24614"
|======================================================================================================================================================================================================================= | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 1 3104"
|==========================================================================================================================================================================================================================|100% ~0 s remaining [1] "5gram bllip-lg 1111 bnc-brown 1 1686"
[1] "5gram bllip-lg 1111 dundee 1 24474"
[1] "5gram bllip-lg 1111 natural-stories 1 3103"
[1] "5gram bllip-md 1111 bnc-brown 1 1687"
[1] "5gram bllip-md 1111 dundee 1 24574"
[1] "5gram bllip-md 1111 natural-stories 1 3060"
[1] "5gram bllip-sm 1111 bnc-brown 1 1693"
[1] "5gram bllip-sm 1111 dundee 1 24566"
[1] "5gram bllip-sm 1111 natural-stories 1 3115"
[1] "5gram bllip-xs 1111 bnc-brown 1 1668"
[1] "5gram bllip-xs 1111 dundee 1 24505"
[1] "5gram bllip-xs 1111 natural-stories 1 3100"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 1 1696"
[1] "gpt2 bllip-lg 1587139950 dundee 1 24497"
[1] "gpt2 bllip-lg 1587139950 natural-stories 1 3098"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 1 1684"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 1 24598"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 1 3094"
[1] "gpt2 bllip-md 1586986276 bnc-brown 1 1694"
[1] "gpt2 bllip-md 1586986276 dundee 1 24505"
[1] "gpt2 bllip-md 1586986276 natural-stories 1 3078"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 1 24647"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 1 3058"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 1 1710"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 1 24633"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 1 3094"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 1 1684"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 1 24544"
[1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 1 3099"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 1 1698"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 1 24578"
[1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 1 3119"
[1] "rnng bllip-lg 7245 bnc-brown 1 1705"
[1] "rnng bllip-lg 7245 dundee 1 24532"
[1] "rnng bllip-lg 7245 natural-stories 1 3082"
[1] "rnng bllip-md 3602 bnc-brown 1 1685"
[1] "rnng bllip-md 3602 dundee 1 24528"
[1] "rnng bllip-md 3602 natural-stories 1 3111"
[1] "rnng bllip-md 44862 bnc-brown 1 1673"
[1] "rnng bllip-md 44862 dundee 1 24469"
|==================================================================================================== | 46% ~2 s remaining [1] "rnng bllip-md 44862 natural-stories 1 3096"
|====================================================================================================== | 47% ~2 s remaining [1] "rnng bllip-sm 7877 bnc-brown 1 1699"
|========================================================================================================= | 48% ~2 s remaining [1] "rnng bllip-sm 7877 dundee 1 24472"
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|============================================================================================================== | 51% ~2 s remaining [1] "rnng bllip-sm 64924 bnc-brown 1 1711"
|================================================================================================================ | 52% ~2 s remaining [1] "rnng bllip-sm 64924 dundee 1 24591"
|=================================================================================================================== | 53% ~2 s remaining [1] "rnng bllip-sm 64924 natural-stories 1 3112"
|===================================================================================================================== | 54% ~2 s remaining [1] "rnng bllip-xs 4301 bnc-brown 1 1670"
|======================================================================================================================== | 55% ~2 s remaining [1] "rnng bllip-xs 4301 dundee 1 24461"
|========================================================================================================================== | 56% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 1 3069"
|============================================================================================================================= | 57% ~2 s remaining [1] "rnng bllip-xs 28066 bnc-brown 1 1702"
|=============================================================================================================================== | 59% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 1 24564"
|================================================================================================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 1 3113"
|==================================================================================================================================== | 61% ~2 s remaining [1] "rnng bllip-xs 28068 bnc-brown 1 1708"
[1] "rnng bllip-xs 28068 dundee 1 24624"
|========================================================================================================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 1 3091"
|============================================================================================================================================ | 64% ~2 s remaining [1] "rnng bllip-xs 51272 bnc-brown 1 1705"
|============================================================================================================================================== | 66% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 1 24502"
|================================================================================================================================================= | 67% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 1 3107"
|=================================================================================================================================================== | 68% ~2 s remaining [1] "vanilla bllip-lg 111 bnc-brown 1 1692"
|====================================================================================================================================================== | 69% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 1 24620"
|======================================================================================================================================================== | 70% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 1 3090"
|=========================================================================================================================================================== | 71% ~2 s remaining [1] "vanilla bllip-md 120 bnc-brown 1 1683"
|============================================================================================================================================================= | 72% ~1 s remaining [1] "vanilla bllip-md 120 dundee 1 24602"
|================================================================================================================================================================ | 74% ~1 s remaining [1] "vanilla bllip-md 120 natural-stories 1 3100"
|================================================================================================================================================================== | 75% ~1 s remaining [1] "vanilla bllip-md 607 bnc-brown 1 1696"
|===================================================================================================================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 1 1712"
|======================================================================================================================================================================= | 77% ~1 s remaining [1] "vanilla bllip-md 922 dundee 1 24512"
|========================================================================================================================================================================== | 78% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 1 3054"
|============================================================================================================================================================================ | 79% ~1 s remaining [1] "vanilla bllip-sm 111 bnc-brown 1 1697"
[1] "vanilla bllip-sm 111 dundee 1 24424"
|================================================================================================================================================================================= | 82% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 1 3100"
|==================================================================================================================================================================================== | 83% ~1 s remaining [1] "vanilla bllip-sm 120 bnc-brown 1 1702"
|====================================================================================================================================================================================== | 84% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 1 24483"
|========================================================================================================================================================================================= | 85% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 1 3110"
|=========================================================================================================================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 922 bnc-brown 1 1700"
[1] "vanilla bllip-sm 922 dundee 1 24635"
|================================================================================================================================================================================================ | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 1 3125"
|=================================================================================================================================================================================================== | 90% ~1 s remaining [1] "vanilla bllip-xs 111 bnc-brown 1 1694"
|===================================================================================================================================================================================================== | 91% ~1 s remaining [1] "vanilla bllip-xs 111 dundee 1 24535"
|======================================================================================================================================================================================================== | 92% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 1 3073"
|========================================================================================================================================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 120 bnc-brown 1 1715"
|============================================================================================================================================================================================================= | 94% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 1 24563"
|=============================================================================================================================================================================================================== | 95% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 1 3085"
|================================================================================================================================================================================================================== | 97% ~0 s remaining [1] "vanilla bllip-xs 922 bnc-brown 1 1699"
|==================================================================================================================================================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 1 24614"
|======================================================================================================================================================================================================================= | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 1 3104"
|==========================================================================================================================================================================================================================|100% ~0 s remaining
[1] "5gram bllip-lg 1111 bnc-brown 2 1694"
[1] "5gram bllip-lg 1111 dundee 2 24547"
[1] "5gram bllip-lg 1111 natural-stories 2 3079"
[1] "5gram bllip-md 1111 bnc-brown 2 1688"
[1] "5gram bllip-md 1111 dundee 2 24574"
[1] "5gram bllip-md 1111 natural-stories 2 3121"
[1] "5gram bllip-sm 1111 bnc-brown 2 1685"
[1] "5gram bllip-sm 1111 dundee 2 24612"
[1] "5gram bllip-sm 1111 natural-stories 2 3106"
[1] "5gram bllip-xs 1111 bnc-brown 2 1675"
[1] "5gram bllip-xs 1111 dundee 2 24556"
[1] "5gram bllip-xs 1111 natural-stories 2 3108"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 2 1684"
[1] "gpt2 bllip-lg 1587139950 dundee 2 24520"
[1] "gpt2 bllip-lg 1587139950 natural-stories 2 3071"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 2 1696"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 2 24634"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 2 3096"
[1] "gpt2 bllip-md 1586986276 bnc-brown 2 1684"
[1] "gpt2 bllip-md 1586986276 dundee 2 24578"
[1] "gpt2 bllip-md 1586986276 natural-stories 2 3129"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 2 24544"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 2 3094"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 2 1720"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 2 24604"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 2 3105"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 2 1686"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 2 24507"
[1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 2 3081"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 2 1693"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 2 24529"
[1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 2 3085"
[1] "rnng bllip-lg 7245 bnc-brown 2 1684"
[1] "rnng bllip-lg 7245 dundee 2 24464"
[1] "rnng bllip-lg 7245 natural-stories 2 3082"
[1] "rnng bllip-md 3602 bnc-brown 2 1700"
[1] "rnng bllip-md 3602 dundee 2 24518"
[1] "rnng bllip-md 3602 natural-stories 2 3104"
[1] "rnng bllip-md 44862 bnc-brown 2 1692"
|================================================================================================= | 45% ~2 s remaining [1] "rnng bllip-md 44862 dundee 2 24513"
|==================================================================================================== | 46% ~2 s remaining [1] "rnng bllip-md 44862 natural-stories 2 3093"
|====================================================================================================== | 47% ~2 s remaining [1] "rnng bllip-sm 7877 bnc-brown 2 1707"
|========================================================================================================= | 48% ~2 s remaining [1] "rnng bllip-sm 7877 dundee 2 24592"
|=========================================================================================================== | 49% ~2 s remaining [1] "rnng bllip-sm 7877 natural-stories 2 3078"
|============================================================================================================== | 51% ~2 s remaining [1] "rnng bllip-sm 64924 bnc-brown 2 1691"
[1] "rnng bllip-sm 64924 dundee 2 24563"
|=================================================================================================================== | 53% ~2 s remaining [1] "rnng bllip-sm 64924 natural-stories 2 3075"
|===================================================================================================================== | 54% ~2 s remaining [1] "rnng bllip-xs 4301 bnc-brown 2 1683"
[1] "rnng bllip-xs 4301 dundee 2 24528"
|========================================================================================================================== | 56% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 2 3118"
|============================================================================================================================= | 57% ~2 s remaining [1] "rnng bllip-xs 28066 bnc-brown 2 1698"
|=============================================================================================================================== | 59% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 2 24468"
|================================================================================================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 2 3111"
|==================================================================================================================================== | 61% ~2 s remaining [1] "rnng bllip-xs 28068 bnc-brown 2 1697"
|======================================================================================================================================= | 62% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 2 24568"
|========================================================================================================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 2 3080"
|============================================================================================================================================ | 64% ~2 s remaining [1] "rnng bllip-xs 51272 bnc-brown 2 1729"
|============================================================================================================================================== | 66% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 2 24543"
|================================================================================================================================================= | 67% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 2 3078"
|=================================================================================================================================================== | 68% ~2 s remaining [1] "vanilla bllip-lg 111 bnc-brown 2 1692"
|====================================================================================================================================================== | 69% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 2 24446"
|======================================================================================================================================================== | 70% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 2 3086"
|=========================================================================================================================================================== | 71% ~2 s remaining [1] "vanilla bllip-md 120 bnc-brown 2 1678"
|============================================================================================================================================================= | 72% ~1 s remaining [1] "vanilla bllip-md 120 dundee 2 24549"
|================================================================================================================================================================ | 74% ~1 s remaining [1] "vanilla bllip-md 120 natural-stories 2 3093"
|================================================================================================================================================================== | 75% ~1 s remaining [1] "vanilla bllip-md 607 bnc-brown 2 1683"
[1] "vanilla bllip-md 922 bnc-brown 2 1679"
|======================================================================================================================================================================= | 77% ~1 s remaining [1] "vanilla bllip-md 922 dundee 2 24590"
|========================================================================================================================================================================== | 78% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 2 3098"
|============================================================================================================================================================================ | 79% ~1 s remaining [1] "vanilla bllip-sm 111 bnc-brown 2 1675"
[1] "vanilla bllip-sm 111 dundee 2 24477"
|================================================================================================================================================================================= | 82% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 2 3102"
|==================================================================================================================================================================================== | 83% ~1 s remaining [1] "vanilla bllip-sm 120 bnc-brown 2 1694"
[1] "vanilla bllip-sm 120 dundee 2 24621"
|========================================================================================================================================================================================= | 85% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 2 3093"
|=========================================================================================================================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 922 bnc-brown 2 1702"
[1] "vanilla bllip-sm 922 dundee 2 24517"
|================================================================================================================================================================================================ | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 2 3057"
|=================================================================================================================================================================================================== | 90% ~1 s remaining [1] "vanilla bllip-xs 111 bnc-brown 2 1663"
|===================================================================================================================================================================================================== | 91% ~1 s remaining [1] "vanilla bllip-xs 111 dundee 2 24552"
|======================================================================================================================================================================================================== | 92% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 2 3109"
|========================================================================================================================================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 120 bnc-brown 2 1711"
|============================================================================================================================================================================================================= | 94% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 2 24599"
|=============================================================================================================================================================================================================== | 95% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 2 3120"
|================================================================================================================================================================================================================== | 97% ~0 s remaining [1] "vanilla bllip-xs 922 bnc-brown 2 1689"
|==================================================================================================================================================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 2 24647"
|======================================================================================================================================================================================================================= | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 2 3092"
|==========================================================================================================================================================================================================================|100% ~0 s remaining [1] "5gram bllip-lg 1111 bnc-brown 2 1694"
[1] "5gram bllip-lg 1111 dundee 2 24547"
[1] "5gram bllip-lg 1111 natural-stories 2 3079"
[1] "5gram bllip-md 1111 bnc-brown 2 1688"
[1] "5gram bllip-md 1111 dundee 2 24574"
[1] "5gram bllip-md 1111 natural-stories 2 3121"
[1] "5gram bllip-sm 1111 bnc-brown 2 1685"
[1] "5gram bllip-sm 1111 dundee 2 24612"
[1] "5gram bllip-sm 1111 natural-stories 2 3106"
[1] "5gram bllip-xs 1111 bnc-brown 2 1675"
[1] "5gram bllip-xs 1111 dundee 2 24556"
[1] "5gram bllip-xs 1111 natural-stories 2 3108"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 2 1684"
[1] "gpt2 bllip-lg 1587139950 dundee 2 24520"
[1] "gpt2 bllip-lg 1587139950 natural-stories 2 3071"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 2 1696"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 2 24634"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 2 3096"
[1] "gpt2 bllip-md 1586986276 bnc-brown 2 1684"
[1] "gpt2 bllip-md 1586986276 dundee 2 24578"
[1] "gpt2 bllip-md 1586986276 natural-stories 2 3129"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 2 24544"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 2 3094"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 2 1720"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 2 24604"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 2 3105"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 2 1686"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 2 24507"
[1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 2 3081"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 2 1693"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 2 24529"
[1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 2 3085"
[1] "rnng bllip-lg 7245 bnc-brown 2 1684"
[1] "rnng bllip-lg 7245 dundee 2 24464"
[1] "rnng bllip-lg 7245 natural-stories 2 3082"
[1] "rnng bllip-md 3602 bnc-brown 2 1700"
[1] "rnng bllip-md 3602 dundee 2 24518"
|============================================================================================ | 43% ~3 s remaining [1] "rnng bllip-md 3602 natural-stories 2 3104"
|=============================================================================================== | 44% ~3 s remaining [1] "rnng bllip-md 44862 bnc-brown 2 1692"
|================================================================================================= | 45% ~3 s remaining [1] "rnng bllip-md 44862 dundee 2 24513"
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|====================================================================================================== | 47% ~3 s remaining [1] "rnng bllip-sm 7877 bnc-brown 2 1707"
|========================================================================================================= | 48% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 2 24592"
|=========================================================================================================== | 49% ~3 s remaining [1] "rnng bllip-sm 7877 natural-stories 2 3078"
|============================================================================================================== | 51% ~2 s remaining [1] "rnng bllip-sm 64924 bnc-brown 2 1691"
|================================================================================================================ | 52% ~2 s remaining [1] "rnng bllip-sm 64924 dundee 2 24563"
|=================================================================================================================== | 53% ~2 s remaining [1] "rnng bllip-sm 64924 natural-stories 2 3075"
|===================================================================================================================== | 54% ~2 s remaining [1] "rnng bllip-xs 4301 bnc-brown 2 1683"
|======================================================================================================================== | 55% ~2 s remaining [1] "rnng bllip-xs 4301 dundee 2 24528"
|========================================================================================================================== | 56% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 2 3118"
|============================================================================================================================= | 57% ~2 s remaining [1] "rnng bllip-xs 28066 bnc-brown 2 1698"
|=============================================================================================================================== | 59% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 2 24468"
|================================================================================================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 2 3111"
|==================================================================================================================================== | 61% ~2 s remaining [1] "rnng bllip-xs 28068 bnc-brown 2 1697"
|======================================================================================================================================= | 62% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 2 24568"
|========================================================================================================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 2 3080"
|============================================================================================================================================ | 64% ~2 s remaining [1] "rnng bllip-xs 51272 bnc-brown 2 1729"
|============================================================================================================================================== | 66% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 2 24543"
|================================================================================================================================================= | 67% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 2 3078"
|=================================================================================================================================================== | 68% ~2 s remaining [1] "vanilla bllip-lg 111 bnc-brown 2 1692"
|====================================================================================================================================================== | 69% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 2 24446"
|======================================================================================================================================================== | 70% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 2 3086"
|=========================================================================================================================================================== | 71% ~2 s remaining [1] "vanilla bllip-md 120 bnc-brown 2 1678"
|============================================================================================================================================================= | 72% ~2 s remaining [1] "vanilla bllip-md 120 dundee 2 24549"
|================================================================================================================================================================ | 74% ~1 s remaining [1] "vanilla bllip-md 120 natural-stories 2 3093"
|================================================================================================================================================================== | 75% ~1 s remaining [1] "vanilla bllip-md 607 bnc-brown 2 1683"
|===================================================================================================================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 2 1679"
|======================================================================================================================================================================= | 77% ~1 s remaining [1] "vanilla bllip-md 922 dundee 2 24590"
|========================================================================================================================================================================== | 78% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 2 3098"
|============================================================================================================================================================================ | 79% ~1 s remaining [1] "vanilla bllip-sm 111 bnc-brown 2 1675"
|=============================================================================================================================================================================== | 80% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 2 24477"
|================================================================================================================================================================================= | 82% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 2 3102"
|==================================================================================================================================================================================== | 83% ~1 s remaining [1] "vanilla bllip-sm 120 bnc-brown 2 1694"
|====================================================================================================================================================================================== | 84% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 2 24621"
|========================================================================================================================================================================================= | 85% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 2 3093"
|=========================================================================================================================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 922 bnc-brown 2 1702"
|============================================================================================================================================================================================== | 87% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 2 24517"
|================================================================================================================================================================================================ | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 2 3057"
|=================================================================================================================================================================================================== | 90% ~1 s remaining [1] "vanilla bllip-xs 111 bnc-brown 2 1663"
|===================================================================================================================================================================================================== | 91% ~1 s remaining [1] "vanilla bllip-xs 111 dundee 2 24552"
|======================================================================================================================================================================================================== | 92% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 2 3109"
|========================================================================================================================================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 120 bnc-brown 2 1711"
|============================================================================================================================================================================================================= | 94% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 2 24599"
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|================================================================================================================================================================================================================== | 97% ~0 s remaining [1] "vanilla bllip-xs 922 bnc-brown 2 1689"
|==================================================================================================================================================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 2 24647"
|======================================================================================================================================================================================================================= | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 2 3092"
|==========================================================================================================================================================================================================================|100% ~0 s remaining
[1] "5gram bllip-lg 1111 bnc-brown 3 1700"
[1] "5gram bllip-lg 1111 dundee 3 24565"
[1] "5gram bllip-lg 1111 natural-stories 3 3083"
[1] "5gram bllip-md 1111 bnc-brown 3 1682"
[1] "5gram bllip-md 1111 dundee 3 24536"
[1] "5gram bllip-md 1111 natural-stories 3 3083"
[1] "5gram bllip-sm 1111 bnc-brown 3 1701"
[1] "5gram bllip-sm 1111 dundee 3 24516"
[1] "5gram bllip-sm 1111 natural-stories 3 3107"
[1] "5gram bllip-xs 1111 bnc-brown 3 1692"
[1] "5gram bllip-xs 1111 dundee 3 24576"
[1] "5gram bllip-xs 1111 natural-stories 3 3106"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 3 1669"
[1] "gpt2 bllip-lg 1587139950 dundee 3 24578"
[1] "gpt2 bllip-lg 1587139950 natural-stories 3 3143"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 3 1717"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 3 24588"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 3 3108"
[1] "gpt2 bllip-md 1586986276 bnc-brown 3 1709"
[1] "gpt2 bllip-md 1586986276 dundee 3 24460"
[1] "gpt2 bllip-md 1586986276 natural-stories 3 3103"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 3 24465"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 3 3097"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 3 1674"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 3 24515"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 3 3072"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 3 1693"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 3 24579"
[1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 3 3094"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 3 1675"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 3 24516"
[1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 3 3058"
[1] "rnng bllip-lg 7245 bnc-brown 3 1671"
[1] "rnng bllip-lg 7245 dundee 3 24642"
[1] "rnng bllip-lg 7245 natural-stories 3 3085"
[1] "rnng bllip-md 3602 bnc-brown 3 1691"
[1] "rnng bllip-md 3602 dundee 3 24633"
[1] "rnng bllip-md 3602 natural-stories 3 3110"
[1] "rnng bllip-md 44862 bnc-brown 3 1691"
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[1] "rnng bllip-sm 64924 dundee 3 24542"
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[1] "rnng bllip-xs 4301 dundee 3 24485"
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|==========================================================================================================================================================================================================================|100% ~0 s remaining [1] "5gram bllip-lg 1111 bnc-brown 3 1700"
[1] "5gram bllip-lg 1111 dundee 3 24565"
[1] "5gram bllip-lg 1111 natural-stories 3 3083"
[1] "5gram bllip-md 1111 bnc-brown 3 1682"
[1] "5gram bllip-md 1111 dundee 3 24536"
[1] "5gram bllip-md 1111 natural-stories 3 3083"
[1] "5gram bllip-sm 1111 bnc-brown 3 1701"
[1] "5gram bllip-sm 1111 dundee 3 24516"
[1] "5gram bllip-sm 1111 natural-stories 3 3107"
[1] "5gram bllip-xs 1111 bnc-brown 3 1692"
[1] "5gram bllip-xs 1111 dundee 3 24576"
[1] "5gram bllip-xs 1111 natural-stories 3 3106"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 3 1669"
[1] "gpt2 bllip-lg 1587139950 dundee 3 24578"
[1] "gpt2 bllip-lg 1587139950 natural-stories 3 3143"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 3 1717"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 3 24588"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 3 3108"
[1] "gpt2 bllip-md 1586986276 bnc-brown 3 1709"
[1] "gpt2 bllip-md 1586986276 dundee 3 24460"
[1] "gpt2 bllip-md 1586986276 natural-stories 3 3103"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 3 24465"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 3 3097"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 3 1674"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 3 24515"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 3 3072"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 3 1693"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 3 24579"
[1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 3 3094"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 3 1675"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 3 24516"
[1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 3 3058"
[1] "rnng bllip-lg 7245 bnc-brown 3 1671"
[1] "rnng bllip-lg 7245 dundee 3 24642"
[1] "rnng bllip-lg 7245 natural-stories 3 3085"
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|==========================================================================================================================================================================================================================|100% ~0 s remaining
[1] "5gram bllip-lg 1111 bnc-brown 4 1711"
[1] "5gram bllip-lg 1111 dundee 4 24542"
[1] "5gram bllip-lg 1111 natural-stories 4 3091"
[1] "5gram bllip-md 1111 bnc-brown 4 1694"
[1] "5gram bllip-md 1111 dundee 4 24543"
[1] "5gram bllip-md 1111 natural-stories 4 3083"
[1] "5gram bllip-sm 1111 bnc-brown 4 1723"
[1] "5gram bllip-sm 1111 dundee 4 24578"
[1] "5gram bllip-sm 1111 natural-stories 4 3102"
[1] "5gram bllip-xs 1111 bnc-brown 4 1688"
[1] "5gram bllip-xs 1111 dundee 4 24619"
[1] "5gram bllip-xs 1111 natural-stories 4 3112"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 4 1690"
[1] "gpt2 bllip-lg 1587139950 dundee 4 24554"
[1] "gpt2 bllip-lg 1587139950 natural-stories 4 3082"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 4 1657"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 4 24590"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 4 3067"
[1] "gpt2 bllip-md 1586986276 bnc-brown 4 1676"
[1] "gpt2 bllip-md 1586986276 dundee 4 24567"
[1] "gpt2 bllip-md 1586986276 natural-stories 4 3117"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 4 24552"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 4 3092"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 4 1670"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 4 24513"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 4 3112"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 4 1687"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 4 24410"
[1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 4 3103"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 4 1685"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 4 24576"
[1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 4 3097"
[1] "rnng bllip-lg 7245 bnc-brown 4 1698"
[1] "rnng bllip-lg 7245 dundee 4 24565"
[1] "rnng bllip-lg 7245 natural-stories 4 3102"
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[1] "5gram bllip-md 1111 bnc-brown 4 1694"
[1] "5gram bllip-md 1111 dundee 4 24543"
[1] "5gram bllip-md 1111 natural-stories 4 3083"
[1] "5gram bllip-sm 1111 bnc-brown 4 1723"
[1] "5gram bllip-sm 1111 dundee 4 24578"
[1] "5gram bllip-sm 1111 natural-stories 4 3102"
[1] "5gram bllip-xs 1111 bnc-brown 4 1688"
[1] "5gram bllip-xs 1111 dundee 4 24619"
[1] "5gram bllip-xs 1111 natural-stories 4 3112"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 4 1690"
[1] "gpt2 bllip-lg 1587139950 dundee 4 24554"
[1] "gpt2 bllip-lg 1587139950 natural-stories 4 3082"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 4 1657"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 4 24590"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 4 3067"
[1] "gpt2 bllip-md 1586986276 bnc-brown 4 1676"
[1] "gpt2 bllip-md 1586986276 dundee 4 24567"
[1] "gpt2 bllip-md 1586986276 natural-stories 4 3117"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 4 24552"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 4 3092"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 4 1670"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 4 24513"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 4 3112"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 4 1687"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 4 24410"
[1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 4 3103"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 4 1685"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 4 24576"
[1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 4 3097"
[1] "rnng bllip-lg 7245 bnc-brown 4 1698"
[1] "rnng bllip-lg 7245 dundee 4 24565"
[1] "rnng bllip-lg 7245 natural-stories 4 3102"
[1] "rnng bllip-md 3602 bnc-brown 4 1702"
[1] "rnng bllip-md 3602 dundee 4 24595"
[1] "rnng bllip-md 3602 natural-stories 4 3090"
[1] "rnng bllip-md 44862 bnc-brown 4 1683"
|================================================================================================= | 45% ~2 s remaining [1] "rnng bllip-md 44862 dundee 4 24598"
|==================================================================================================== | 46% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 4 3065"
|====================================================================================================== | 47% ~3 s remaining [1] "rnng bllip-sm 7877 bnc-brown 4 1672"
|========================================================================================================= | 48% ~2 s remaining [1] "rnng bllip-sm 7877 dundee 4 24600"
|=========================================================================================================== | 49% ~2 s remaining [1] "rnng bllip-sm 7877 natural-stories 4 3104"
|============================================================================================================== | 51% ~2 s remaining [1] "rnng bllip-sm 64924 bnc-brown 4 1695"
|================================================================================================================ | 52% ~2 s remaining [1] "rnng bllip-sm 64924 dundee 4 24481"
|=================================================================================================================== | 53% ~2 s remaining [1] "rnng bllip-sm 64924 natural-stories 4 3118"
|===================================================================================================================== | 54% ~2 s remaining [1] "rnng bllip-xs 4301 bnc-brown 4 1692"
|======================================================================================================================== | 55% ~2 s remaining [1] "rnng bllip-xs 4301 dundee 4 24530"
|========================================================================================================================== | 56% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 4 3128"
|============================================================================================================================= | 57% ~2 s remaining [1] "rnng bllip-xs 28066 bnc-brown 4 1695"
|=============================================================================================================================== | 59% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 4 24585"
|================================================================================================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 4 3074"
|==================================================================================================================================== | 61% ~2 s remaining [1] "rnng bllip-xs 28068 bnc-brown 4 1684"
|======================================================================================================================================= | 62% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 4 24692"
|========================================================================================================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 4 3115"
|============================================================================================================================================ | 64% ~2 s remaining [1] "rnng bllip-xs 51272 bnc-brown 4 1686"
|============================================================================================================================================== | 66% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 4 24598"
|================================================================================================================================================= | 67% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 4 3124"
|=================================================================================================================================================== | 68% ~2 s remaining [1] "vanilla bllip-lg 111 bnc-brown 4 1690"
|====================================================================================================================================================== | 69% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 4 24451"
|======================================================================================================================================================== | 70% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 4 3123"
|=========================================================================================================================================================== | 71% ~2 s remaining [1] "vanilla bllip-md 120 bnc-brown 4 1700"
[1] "vanilla bllip-md 120 dundee 4 24519"
|================================================================================================================================================================ | 74% ~1 s remaining [1] "vanilla bllip-md 120 natural-stories 4 3092"
|================================================================================================================================================================== | 75% ~1 s remaining [1] "vanilla bllip-md 607 bnc-brown 4 1721"
|===================================================================================================================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 4 1682"
|======================================================================================================================================================================= | 77% ~1 s remaining [1] "vanilla bllip-md 922 dundee 4 24529"
|========================================================================================================================================================================== | 78% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 4 3102"
|============================================================================================================================================================================ | 79% ~1 s remaining [1] "vanilla bllip-sm 111 bnc-brown 4 1699"
|=============================================================================================================================================================================== | 80% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 4 24527"
|================================================================================================================================================================================= | 82% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 4 3071"
|==================================================================================================================================================================================== | 83% ~1 s remaining [1] "vanilla bllip-sm 120 bnc-brown 4 1690"
|====================================================================================================================================================================================== | 84% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 4 24584"
|========================================================================================================================================================================================= | 85% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 4 3089"
|=========================================================================================================================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 922 bnc-brown 4 1685"
|============================================================================================================================================================================================== | 87% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 4 24568"
|================================================================================================================================================================================================ | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 4 3072"
|=================================================================================================================================================================================================== | 90% ~1 s remaining [1] "vanilla bllip-xs 111 bnc-brown 4 1708"
|===================================================================================================================================================================================================== | 91% ~1 s remaining [1] "vanilla bllip-xs 111 dundee 4 24442"
|======================================================================================================================================================================================================== | 92% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 4 3110"
|========================================================================================================================================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 120 bnc-brown 4 1708"
|============================================================================================================================================================================================================= | 94% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 4 24506"
|=============================================================================================================================================================================================================== | 95% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 4 3054"
|================================================================================================================================================================================================================== | 97% ~0 s remaining [1] "vanilla bllip-xs 922 bnc-brown 4 1710"
|==================================================================================================================================================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 4 24476"
|======================================================================================================================================================================================================================= | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 4 3093"
|==========================================================================================================================================================================================================================|100% ~0 s remaining
[1] "5gram bllip-lg 1111 bnc-brown 5 1693"
[1] "5gram bllip-lg 1111 dundee 5 24514"
[1] "5gram bllip-lg 1111 natural-stories 5 3118"
[1] "5gram bllip-md 1111 bnc-brown 5 1679"
[1] "5gram bllip-md 1111 dundee 5 24535"
[1] "5gram bllip-md 1111 natural-stories 5 3103"
[1] "5gram bllip-sm 1111 bnc-brown 5 1686"
[1] "5gram bllip-sm 1111 dundee 5 24453"
[1] "5gram bllip-sm 1111 natural-stories 5 3105"
[1] "5gram bllip-xs 1111 bnc-brown 5 1684"
[1] "5gram bllip-xs 1111 dundee 5 24603"
[1] "5gram bllip-xs 1111 natural-stories 5 3103"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 5 1683"
[1] "gpt2 bllip-lg 1587139950 dundee 5 24499"
[1] "gpt2 bllip-lg 1587139950 natural-stories 5 3112"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 5 1691"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 5 24514"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 5 3126"
[1] "gpt2 bllip-md 1586986276 bnc-brown 5 1673"
[1] "gpt2 bllip-md 1586986276 dundee 5 24572"
[1] "gpt2 bllip-md 1586986276 natural-stories 5 3077"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 5 24484"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 5 3098"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 5 1700"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 5 24456"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 5 3106"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 5 1703"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 5 24613"
[1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 5 3109"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 5 1709"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 5 24532"
[1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 5 3116"
[1] "rnng bllip-lg 7245 bnc-brown 5 1675"
[1] "rnng bllip-lg 7245 dundee 5 24538"
[1] "rnng bllip-lg 7245 natural-stories 5 3101"
[1] "rnng bllip-md 3602 bnc-brown 5 1686"
[1] "rnng bllip-md 3602 dundee 5 24466"
[1] "rnng bllip-md 3602 natural-stories 5 3108"
[1] "rnng bllip-md 44862 bnc-brown 5 1715"
[1] "rnng bllip-md 44862 dundee 5 24574"
|==================================================================================================== | 46% ~2 s remaining [1] "rnng bllip-md 44862 natural-stories 5 3114"
|====================================================================================================== | 47% ~2 s remaining [1] "rnng bllip-sm 7877 bnc-brown 5 1694"
[1] "rnng bllip-sm 7877 dundee 5 24538"
|=========================================================================================================== | 49% ~2 s remaining [1] "rnng bllip-sm 7877 natural-stories 5 3087"
|============================================================================================================== | 51% ~2 s remaining [1] "rnng bllip-sm 64924 bnc-brown 5 1701"
[1] "rnng bllip-sm 64924 dundee 5 24622"
|=================================================================================================================== | 53% ~2 s remaining [1] "rnng bllip-sm 64924 natural-stories 5 3120"
|===================================================================================================================== | 54% ~2 s remaining [1] "rnng bllip-xs 4301 bnc-brown 5 1713"
[1] "rnng bllip-xs 4301 dundee 5 24527"
|========================================================================================================================== | 56% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 5 3113"
|============================================================================================================================= | 57% ~2 s remaining [1] "rnng bllip-xs 28066 bnc-brown 5 1694"
[1] "rnng bllip-xs 28066 dundee 5 24483"
|================================================================================================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 5 3094"
|==================================================================================================================================== | 61% ~2 s remaining [1] "rnng bllip-xs 28068 bnc-brown 5 1666"
[1] "rnng bllip-xs 28068 dundee 5 24479"
|========================================================================================================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 5 3129"
|============================================================================================================================================ | 64% ~2 s remaining [1] "rnng bllip-xs 51272 bnc-brown 5 1676"
|============================================================================================================================================== | 66% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 5 24550"
|================================================================================================================================================= | 67% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 5 3118"
|=================================================================================================================================================== | 68% ~2 s remaining [1] "vanilla bllip-lg 111 bnc-brown 5 1705"
|====================================================================================================================================================== | 69% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 5 24574"
|======================================================================================================================================================== | 70% ~1 s remaining [1] "vanilla bllip-lg 111 natural-stories 5 3086"
|=========================================================================================================================================================== | 71% ~1 s remaining [1] "vanilla bllip-md 120 bnc-brown 5 1706"
[1] "vanilla bllip-md 120 dundee 5 24536"
|================================================================================================================================================================ | 74% ~1 s remaining [1] "vanilla bllip-md 120 natural-stories 5 3077"
|================================================================================================================================================================== | 75% ~1 s remaining [1] "vanilla bllip-md 607 bnc-brown 5 1669"
|===================================================================================================================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 5 1681"
|======================================================================================================================================================================= | 77% ~1 s remaining [1] "vanilla bllip-md 922 dundee 5 24516"
|========================================================================================================================================================================== | 78% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 5 3109"
|============================================================================================================================================================================ | 79% ~1 s remaining [1] "vanilla bllip-sm 111 bnc-brown 5 1712"
[1] "vanilla bllip-sm 111 dundee 5 24582"
|================================================================================================================================================================================= | 82% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 5 3117"
|==================================================================================================================================================================================== | 83% ~1 s remaining [1] "vanilla bllip-sm 120 bnc-brown 5 1698"
[1] "vanilla bllip-sm 120 dundee 5 24623"
|========================================================================================================================================================================================= | 85% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 5 3106"
|=========================================================================================================================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 922 bnc-brown 5 1677"
|============================================================================================================================================================================================== | 87% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 5 24451"
|================================================================================================================================================================================================ | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 5 3112"
|=================================================================================================================================================================================================== | 90% ~1 s remaining [1] "vanilla bllip-xs 111 bnc-brown 5 1688"
[1] "vanilla bllip-xs 111 dundee 5 24644"
|======================================================================================================================================================================================================== | 92% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 5 3088"
|========================================================================================================================================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 120 bnc-brown 5 1696"
[1] "vanilla bllip-xs 120 dundee 5 24646"
|=============================================================================================================================================================================================================== | 95% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 5 3117"
|================================================================================================================================================================================================================== | 97% ~0 s remaining [1] "vanilla bllip-xs 922 bnc-brown 5 1676"
[1] "vanilla bllip-xs 922 dundee 5 24517"
|======================================================================================================================================================================================================================= | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 5 3117"
|==========================================================================================================================================================================================================================|100% ~0 s remaining [1] "5gram bllip-lg 1111 bnc-brown 5 1693"
[1] "5gram bllip-lg 1111 dundee 5 24514"
[1] "5gram bllip-lg 1111 natural-stories 5 3118"
[1] "5gram bllip-md 1111 bnc-brown 5 1679"
[1] "5gram bllip-md 1111 dundee 5 24535"
[1] "5gram bllip-md 1111 natural-stories 5 3103"
[1] "5gram bllip-sm 1111 bnc-brown 5 1686"
[1] "5gram bllip-sm 1111 dundee 5 24453"
[1] "5gram bllip-sm 1111 natural-stories 5 3105"
[1] "5gram bllip-xs 1111 bnc-brown 5 1684"
[1] "5gram bllip-xs 1111 dundee 5 24603"
[1] "5gram bllip-xs 1111 natural-stories 5 3103"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 5 1683"
[1] "gpt2 bllip-lg 1587139950 dundee 5 24499"
[1] "gpt2 bllip-lg 1587139950 natural-stories 5 3112"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 5 1691"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 5 24514"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 5 3126"
[1] "gpt2 bllip-md 1586986276 bnc-brown 5 1673"
[1] "gpt2 bllip-md 1586986276 dundee 5 24572"
[1] "gpt2 bllip-md 1586986276 natural-stories 5 3077"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 5 24484"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 5 3098"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 5 1700"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 5 24456"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 5 3106"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 5 1703"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 5 24613"
[1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 5 3109"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 5 1709"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 5 24532"
[1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 5 3116"
[1] "rnng bllip-lg 7245 bnc-brown 5 1675"
[1] "rnng bllip-lg 7245 dundee 5 24538"
[1] "rnng bllip-lg 7245 natural-stories 5 3101"
[1] "rnng bllip-md 3602 bnc-brown 5 1686"
[1] "rnng bllip-md 3602 dundee 5 24466"
|============================================================================================ | 43% ~3 s remaining [1] "rnng bllip-md 3602 natural-stories 5 3108"
|=============================================================================================== | 44% ~3 s remaining [1] "rnng bllip-md 44862 bnc-brown 5 1715"
|================================================================================================= | 45% ~3 s remaining [1] "rnng bllip-md 44862 dundee 5 24574"
|==================================================================================================== | 46% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 5 3114"
|====================================================================================================== | 47% ~3 s remaining [1] "rnng bllip-sm 7877 bnc-brown 5 1694"
|========================================================================================================= | 48% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 5 24538"
|=========================================================================================================== | 49% ~3 s remaining [1] "rnng bllip-sm 7877 natural-stories 5 3087"
|============================================================================================================== | 51% ~3 s remaining [1] "rnng bllip-sm 64924 bnc-brown 5 1701"
|================================================================================================================ | 52% ~2 s remaining [1] "rnng bllip-sm 64924 dundee 5 24622"
|=================================================================================================================== | 53% ~2 s remaining [1] "rnng bllip-sm 64924 natural-stories 5 3120"
|===================================================================================================================== | 54% ~2 s remaining [1] "rnng bllip-xs 4301 bnc-brown 5 1713"
|======================================================================================================================== | 55% ~2 s remaining [1] "rnng bllip-xs 4301 dundee 5 24527"
|========================================================================================================================== | 56% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 5 3113"
|============================================================================================================================= | 57% ~2 s remaining [1] "rnng bllip-xs 28066 bnc-brown 5 1694"
|=============================================================================================================================== | 59% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 5 24483"
|================================================================================================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 5 3094"
|==================================================================================================================================== | 61% ~2 s remaining [1] "rnng bllip-xs 28068 bnc-brown 5 1666"
|======================================================================================================================================= | 62% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 5 24479"
|========================================================================================================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 5 3129"
|============================================================================================================================================ | 64% ~2 s remaining [1] "rnng bllip-xs 51272 bnc-brown 5 1676"
|============================================================================================================================================== | 66% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 5 24550"
|================================================================================================================================================= | 67% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 5 3118"
|=================================================================================================================================================== | 68% ~2 s remaining [1] "vanilla bllip-lg 111 bnc-brown 5 1705"
|====================================================================================================================================================== | 69% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 5 24574"
|======================================================================================================================================================== | 70% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 5 3086"
|=========================================================================================================================================================== | 71% ~2 s remaining [1] "vanilla bllip-md 120 bnc-brown 5 1706"
|============================================================================================================================================================= | 72% ~2 s remaining [1] "vanilla bllip-md 120 dundee 5 24536"
|================================================================================================================================================================ | 74% ~1 s remaining [1] "vanilla bllip-md 120 natural-stories 5 3077"
|================================================================================================================================================================== | 75% ~1 s remaining [1] "vanilla bllip-md 607 bnc-brown 5 1669"
|===================================================================================================================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 5 1681"
|======================================================================================================================================================================= | 77% ~1 s remaining [1] "vanilla bllip-md 922 dundee 5 24516"
|========================================================================================================================================================================== | 78% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 5 3109"
|============================================================================================================================================================================ | 79% ~1 s remaining [1] "vanilla bllip-sm 111 bnc-brown 5 1712"
|=============================================================================================================================================================================== | 80% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 5 24582"
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|==================================================================================================================================================================================== | 83% ~1 s remaining [1] "vanilla bllip-sm 120 bnc-brown 5 1698"
|====================================================================================================================================================================================== | 84% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 5 24623"
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|=========================================================================================================================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 922 bnc-brown 5 1677"
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[1] "vanilla bllip-xs 111 dundee 5 24644"
|======================================================================================================================================================================================================== | 92% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 5 3088"
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|================================================================================================================================================================================================================== | 97% ~0 s remaining [1] "vanilla bllip-xs 922 bnc-brown 5 1676"
|==================================================================================================================================================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 5 24517"
|======================================================================================================================================================================================================================= | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 5 3117"
|==========================================================================================================================================================================================================================|100% ~0 s remaining
[1] "5gram bllip-lg 1111 bnc-brown 6 1702"
[1] "5gram bllip-lg 1111 dundee 6 24564"
[1] "5gram bllip-lg 1111 natural-stories 6 3115"
[1] "5gram bllip-md 1111 bnc-brown 6 1700"
[1] "5gram bllip-md 1111 dundee 6 24520"
[1] "5gram bllip-md 1111 natural-stories 6 3120"
[1] "5gram bllip-sm 1111 bnc-brown 6 1660"
[1] "5gram bllip-sm 1111 dundee 6 24623"
[1] "5gram bllip-sm 1111 natural-stories 6 3113"
[1] "5gram bllip-xs 1111 bnc-brown 6 1693"
[1] "5gram bllip-xs 1111 dundee 6 24566"
[1] "5gram bllip-xs 1111 natural-stories 6 3099"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 6 1680"
[1] "gpt2 bllip-lg 1587139950 dundee 6 24564"
[1] "gpt2 bllip-lg 1587139950 natural-stories 6 3083"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 6 1702"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 6 24467"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 6 3082"
[1] "gpt2 bllip-md 1586986276 bnc-brown 6 1710"
[1] "gpt2 bllip-md 1586986276 dundee 6 24555"
[1] "gpt2 bllip-md 1586986276 natural-stories 6 3111"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 6 24579"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 6 3109"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 6 1695"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 6 24582"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 6 3083"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 6 1685"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 6 24606"
[1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 6 3085"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 6 1678"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 6 24548"
[1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 6 3119"
[1] "rnng bllip-lg 7245 bnc-brown 6 1695"
[1] "rnng bllip-lg 7245 dundee 6 24593"
[1] "rnng bllip-lg 7245 natural-stories 6 3086"
[1] "rnng bllip-md 3602 bnc-brown 6 1683"
[1] "rnng bllip-md 3602 dundee 6 24526"
[1] "rnng bllip-md 3602 natural-stories 6 3062"
[1] "rnng bllip-md 44862 bnc-brown 6 1696"
[1] "rnng bllip-md 44862 dundee 6 24565"
|==================================================================================================== | 46% ~2 s remaining [1] "rnng bllip-md 44862 natural-stories 6 3098"
|====================================================================================================== | 47% ~2 s remaining [1] "rnng bllip-sm 7877 bnc-brown 6 1684"
[1] "rnng bllip-sm 7877 dundee 6 24499"
|=========================================================================================================== | 49% ~2 s remaining [1] "rnng bllip-sm 7877 natural-stories 6 3115"
|============================================================================================================== | 51% ~2 s remaining [1] "rnng bllip-sm 64924 bnc-brown 6 1710"
[1] "rnng bllip-sm 64924 dundee 6 24602"
|=================================================================================================================== | 53% ~2 s remaining [1] "rnng bllip-sm 64924 natural-stories 6 3093"
|===================================================================================================================== | 54% ~2 s remaining [1] "rnng bllip-xs 4301 bnc-brown 6 1675"
[1] "rnng bllip-xs 4301 dundee 6 24533"
|========================================================================================================================== | 56% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 6 3051"
|============================================================================================================================= | 57% ~2 s remaining [1] "rnng bllip-xs 28066 bnc-brown 6 1707"
[1] "rnng bllip-xs 28066 dundee 6 24583"
|================================================================================================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 6 3110"
|==================================================================================================================================== | 61% ~2 s remaining [1] "rnng bllip-xs 28068 bnc-brown 6 1678"
|======================================================================================================================================= | 62% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 6 24490"
|========================================================================================================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 6 3110"
|============================================================================================================================================ | 64% ~2 s remaining [1] "rnng bllip-xs 51272 bnc-brown 6 1676"
|============================================================================================================================================== | 66% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 6 24501"
|================================================================================================================================================= | 67% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 6 3080"
|=================================================================================================================================================== | 68% ~2 s remaining [1] "vanilla bllip-lg 111 bnc-brown 6 1678"
[1] "vanilla bllip-lg 111 dundee 6 24526"
|======================================================================================================================================================== | 70% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 6 3096"
|=========================================================================================================================================================== | 71% ~2 s remaining [1] "vanilla bllip-md 120 bnc-brown 6 1691"
|============================================================================================================================================================= | 72% ~2 s remaining [1] "vanilla bllip-md 120 dundee 6 24583"
|================================================================================================================================================================ | 74% ~2 s remaining [1] "vanilla bllip-md 120 natural-stories 6 3079"
|================================================================================================================================================================== | 75% ~2 s remaining [1] "vanilla bllip-md 607 bnc-brown 6 1699"
|===================================================================================================================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 6 1696"
|======================================================================================================================================================================= | 77% ~1 s remaining [1] "vanilla bllip-md 922 dundee 6 24614"
|========================================================================================================================================================================== | 78% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 6 3092"
|============================================================================================================================================================================ | 79% ~1 s remaining [1] "vanilla bllip-sm 111 bnc-brown 6 1695"
|=============================================================================================================================================================================== | 80% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 6 24613"
|================================================================================================================================================================================= | 82% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 6 3100"
|==================================================================================================================================================================================== | 83% ~1 s remaining [1] "vanilla bllip-sm 120 bnc-brown 6 1670"
[1] "vanilla bllip-sm 120 dundee 6 24499"
|========================================================================================================================================================================================= | 85% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 6 3098"
|=========================================================================================================================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 922 bnc-brown 6 1667"
|============================================================================================================================================================================================== | 87% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 6 24550"
|================================================================================================================================================================================================ | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 6 3111"
|=================================================================================================================================================================================================== | 90% ~1 s remaining [1] "vanilla bllip-xs 111 bnc-brown 6 1700"
[1] "vanilla bllip-xs 111 dundee 6 24474"
|======================================================================================================================================================================================================== | 92% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 6 3132"
|========================================================================================================================================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 120 bnc-brown 6 1667"
|============================================================================================================================================================================================================= | 94% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 6 24510"
|=============================================================================================================================================================================================================== | 95% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 6 3135"
|================================================================================================================================================================================================================== | 97% ~0 s remaining [1] "vanilla bllip-xs 922 bnc-brown 6 1700"
|==================================================================================================================================================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 6 24500"
|======================================================================================================================================================================================================================= | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 6 3082"
|==========================================================================================================================================================================================================================|100% ~0 s remaining [1] "5gram bllip-lg 1111 bnc-brown 6 1702"
[1] "5gram bllip-lg 1111 dundee 6 24564"
[1] "5gram bllip-lg 1111 natural-stories 6 3115"
[1] "5gram bllip-md 1111 bnc-brown 6 1700"
[1] "5gram bllip-md 1111 dundee 6 24520"
[1] "5gram bllip-md 1111 natural-stories 6 3120"
[1] "5gram bllip-sm 1111 bnc-brown 6 1660"
[1] "5gram bllip-sm 1111 dundee 6 24623"
[1] "5gram bllip-sm 1111 natural-stories 6 3113"
[1] "5gram bllip-xs 1111 bnc-brown 6 1693"
[1] "5gram bllip-xs 1111 dundee 6 24566"
[1] "5gram bllip-xs 1111 natural-stories 6 3099"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 6 1680"
[1] "gpt2 bllip-lg 1587139950 dundee 6 24564"
[1] "gpt2 bllip-lg 1587139950 natural-stories 6 3083"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 6 1702"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 6 24467"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 6 3082"
[1] "gpt2 bllip-md 1586986276 bnc-brown 6 1710"
[1] "gpt2 bllip-md 1586986276 dundee 6 24555"
[1] "gpt2 bllip-md 1586986276 natural-stories 6 3111"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 6 24579"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 6 3109"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 6 1695"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 6 24582"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 6 3083"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 6 1685"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 6 24606"
[1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 6 3085"
|======================================================================== | 33% ~4 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 6 1678"
|=========================================================================== | 34% ~4 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 6 24548"
|============================================================================= | 36% ~4 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 6 3119"
|================================================================================ | 37% ~4 s remaining [1] "rnng bllip-lg 7245 bnc-brown 6 1695"
|================================================================================== | 38% ~4 s remaining [1] "rnng bllip-lg 7245 dundee 6 24593"
|===================================================================================== | 39% ~4 s remaining [1] "rnng bllip-lg 7245 natural-stories 6 3086"
|======================================================================================= | 40% ~4 s remaining [1] "rnng bllip-md 3602 bnc-brown 6 1683"
|========================================================================================== | 41% ~4 s remaining [1] "rnng bllip-md 3602 dundee 6 24526"
|============================================================================================ | 43% ~4 s remaining [1] "rnng bllip-md 3602 natural-stories 6 3062"
|=============================================================================================== | 44% ~3 s remaining [1] "rnng bllip-md 44862 bnc-brown 6 1696"
|================================================================================================= | 45% ~3 s remaining [1] "rnng bllip-md 44862 dundee 6 24565"
|==================================================================================================== | 46% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 6 3098"
|====================================================================================================== | 47% ~3 s remaining [1] "rnng bllip-sm 7877 bnc-brown 6 1684"
|========================================================================================================= | 48% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 6 24499"
|=========================================================================================================== | 49% ~3 s remaining [1] "rnng bllip-sm 7877 natural-stories 6 3115"
|============================================================================================================== | 51% ~3 s remaining [1] "rnng bllip-sm 64924 bnc-brown 6 1710"
|================================================================================================================ | 52% ~3 s remaining [1] "rnng bllip-sm 64924 dundee 6 24602"
|=================================================================================================================== | 53% ~3 s remaining [1] "rnng bllip-sm 64924 natural-stories 6 3093"
|===================================================================================================================== | 54% ~3 s remaining [1] "rnng bllip-xs 4301 bnc-brown 6 1675"
|======================================================================================================================== | 55% ~3 s remaining [1] "rnng bllip-xs 4301 dundee 6 24533"
|========================================================================================================================== | 56% ~3 s remaining [1] "rnng bllip-xs 4301 natural-stories 6 3051"
|============================================================================================================================= | 57% ~3 s remaining [1] "rnng bllip-xs 28066 bnc-brown 6 1707"
|=============================================================================================================================== | 59% ~3 s remaining [1] "rnng bllip-xs 28066 dundee 6 24583"
|================================================================================================================================== | 60% ~3 s remaining [1] "rnng bllip-xs 28066 natural-stories 6 3110"
|==================================================================================================================================== | 61% ~3 s remaining [1] "rnng bllip-xs 28068 bnc-brown 6 1678"
|======================================================================================================================================= | 62% ~3 s remaining [1] "rnng bllip-xs 28068 dundee 6 24490"
|========================================================================================================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 6 3110"
|============================================================================================================================================ | 64% ~2 s remaining [1] "rnng bllip-xs 51272 bnc-brown 6 1676"
|============================================================================================================================================== | 66% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 6 24501"
|================================================================================================================================================= | 67% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 6 3080"
|=================================================================================================================================================== | 68% ~2 s remaining [1] "vanilla bllip-lg 111 bnc-brown 6 1678"
|====================================================================================================================================================== | 69% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 6 24526"
|======================================================================================================================================================== | 70% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 6 3096"
|=========================================================================================================================================================== | 71% ~2 s remaining [1] "vanilla bllip-md 120 bnc-brown 6 1691"
|============================================================================================================================================================= | 72% ~2 s remaining [1] "vanilla bllip-md 120 dundee 6 24583"
|================================================================================================================================================================ | 74% ~2 s remaining [1] "vanilla bllip-md 120 natural-stories 6 3079"
|================================================================================================================================================================== | 75% ~2 s remaining [1] "vanilla bllip-md 607 bnc-brown 6 1699"
|===================================================================================================================================================================== | 76% ~2 s remaining [1] "vanilla bllip-md 922 bnc-brown 6 1696"
|======================================================================================================================================================================= | 77% ~2 s remaining [1] "vanilla bllip-md 922 dundee 6 24614"
|========================================================================================================================================================================== | 78% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 6 3092"
|============================================================================================================================================================================ | 79% ~1 s remaining [1] "vanilla bllip-sm 111 bnc-brown 6 1695"
|=============================================================================================================================================================================== | 80% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 6 24613"
|================================================================================================================================================================================= | 82% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 6 3100"
|==================================================================================================================================================================================== | 83% ~1 s remaining [1] "vanilla bllip-sm 120 bnc-brown 6 1670"
|====================================================================================================================================================================================== | 84% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 6 24499"
|========================================================================================================================================================================================= | 85% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 6 3098"
|=========================================================================================================================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 922 bnc-brown 6 1667"
|============================================================================================================================================================================================== | 87% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 6 24550"
|================================================================================================================================================================================================ | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 6 3111"
|=================================================================================================================================================================================================== | 90% ~1 s remaining [1] "vanilla bllip-xs 111 bnc-brown 6 1700"
|===================================================================================================================================================================================================== | 91% ~1 s remaining [1] "vanilla bllip-xs 111 dundee 6 24474"
|======================================================================================================================================================================================================== | 92% ~1 s remaining [1] "vanilla bllip-xs 111 natural-stories 6 3132"
|========================================================================================================================================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 120 bnc-brown 6 1667"
|============================================================================================================================================================================================================= | 94% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 6 24510"
|=============================================================================================================================================================================================================== | 95% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 6 3135"
|================================================================================================================================================================================================================== | 97% ~0 s remaining [1] "vanilla bllip-xs 922 bnc-brown 6 1700"
|==================================================================================================================================================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 6 24500"
|======================================================================================================================================================================================================================= | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 6 3082"
|==========================================================================================================================================================================================================================|100% ~0 s remaining
[1] "5gram bllip-lg 1111 bnc-brown 7 1689"
[1] "5gram bllip-lg 1111 dundee 7 24606"
[1] "5gram bllip-lg 1111 natural-stories 7 3088"
[1] "5gram bllip-md 1111 bnc-brown 7 1692"
[1] "5gram bllip-md 1111 dundee 7 24585"
[1] "5gram bllip-md 1111 natural-stories 7 3055"
[1] "5gram bllip-sm 1111 bnc-brown 7 1660"
[1] "5gram bllip-sm 1111 dundee 7 24477"
[1] "5gram bllip-sm 1111 natural-stories 7 3079"
[1] "5gram bllip-xs 1111 bnc-brown 7 1715"
[1] "5gram bllip-xs 1111 dundee 7 24540"
[1] "5gram bllip-xs 1111 natural-stories 7 3103"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 7 1692"
[1] "gpt2 bllip-lg 1587139950 dundee 7 24582"
[1] "gpt2 bllip-lg 1587139950 natural-stories 7 3135"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 7 1696"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 7 24547"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 7 3113"
[1] "gpt2 bllip-md 1586986276 bnc-brown 7 1697"
[1] "gpt2 bllip-md 1586986276 dundee 7 24561"
[1] "gpt2 bllip-md 1586986276 natural-stories 7 3096"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 7 24515"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 7 3100"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 7 1698"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 7 24564"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 7 3081"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 7 1692"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 7 24598"
[1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 7 3110"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 7 1704"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 7 24563"
[1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 7 3090"
[1] "rnng bllip-lg 7245 bnc-brown 7 1721"
[1] "rnng bllip-lg 7245 dundee 7 24505"
[1] "rnng bllip-lg 7245 natural-stories 7 3100"
[1] "rnng bllip-md 3602 bnc-brown 7 1688"
[1] "rnng bllip-md 3602 dundee 7 24579"
[1] "rnng bllip-md 3602 natural-stories 7 3086"
[1] "rnng bllip-md 44862 bnc-brown 7 1703"
[1] "rnng bllip-md 44862 dundee 7 24562"
|==================================================================================================== | 46% ~2 s remaining [1] "rnng bllip-md 44862 natural-stories 7 3096"
|====================================================================================================== | 47% ~2 s remaining [1] "rnng bllip-sm 7877 bnc-brown 7 1696"
[1] "rnng bllip-sm 7877 dundee 7 24519"
|=========================================================================================================== | 49% ~2 s remaining [1] "rnng bllip-sm 7877 natural-stories 7 3110"
|============================================================================================================== | 51% ~2 s remaining [1] "rnng bllip-sm 64924 bnc-brown 7 1665"
[1] "rnng bllip-sm 64924 dundee 7 24475"
|=================================================================================================================== | 53% ~2 s remaining [1] "rnng bllip-sm 64924 natural-stories 7 3063"
|===================================================================================================================== | 54% ~2 s remaining [1] "rnng bllip-xs 4301 bnc-brown 7 1683"
[1] "rnng bllip-xs 4301 dundee 7 24651"
|========================================================================================================================== | 56% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 7 3069"
|============================================================================================================================= | 57% ~2 s remaining [1] "rnng bllip-xs 28066 bnc-brown 7 1686"
|=============================================================================================================================== | 59% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 7 24601"
|================================================================================================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 7 3044"
|==================================================================================================================================== | 61% ~2 s remaining [1] "rnng bllip-xs 28068 bnc-brown 7 1691"
[1] "rnng bllip-xs 28068 dundee 7 24455"
|========================================================================================================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 7 3077"
|============================================================================================================================================ | 64% ~2 s remaining [1] "rnng bllip-xs 51272 bnc-brown 7 1681"
[1] "rnng bllip-xs 51272 dundee 7 24537"
|================================================================================================================================================= | 67% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 7 3088"
|=================================================================================================================================================== | 68% ~2 s remaining [1] "vanilla bllip-lg 111 bnc-brown 7 1703"
[1] "vanilla bllip-lg 111 dundee 7 24516"
|======================================================================================================================================================== | 70% ~1 s remaining [1] "vanilla bllip-lg 111 natural-stories 7 3108"
|=========================================================================================================================================================== | 71% ~1 s remaining [1] "vanilla bllip-md 120 bnc-brown 7 1695"
|============================================================================================================================================================= | 72% ~1 s remaining [1] "vanilla bllip-md 120 dundee 7 24451"
|================================================================================================================================================================ | 74% ~1 s remaining [1] "vanilla bllip-md 120 natural-stories 7 3083"
|================================================================================================================================================================== | 75% ~1 s remaining [1] "vanilla bllip-md 607 bnc-brown 7 1715"
|===================================================================================================================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 7 1705"
[1] "vanilla bllip-md 922 dundee 7 24561"
|========================================================================================================================================================================== | 78% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 7 3094"
|============================================================================================================================================================================ | 79% ~1 s remaining [1] "vanilla bllip-sm 111 bnc-brown 7 1702"
|=============================================================================================================================================================================== | 80% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 7 24629"
|================================================================================================================================================================================= | 82% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 7 3098"
|==================================================================================================================================================================================== | 83% ~1 s remaining [1] "vanilla bllip-sm 120 bnc-brown 7 1690"
|====================================================================================================================================================================================== | 84% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 7 24601"
|========================================================================================================================================================================================= | 85% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 7 3094"
|=========================================================================================================================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 922 bnc-brown 7 1703"
|============================================================================================================================================================================================== | 87% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 7 24640"
|================================================================================================================================================================================================ | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 7 3097"
|=================================================================================================================================================================================================== | 90% ~1 s remaining [1] "vanilla bllip-xs 111 bnc-brown 7 1699"
|===================================================================================================================================================================================================== | 91% ~0 s remaining [1] "vanilla bllip-xs 111 dundee 7 24572"
|======================================================================================================================================================================================================== | 92% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 7 3093"
|========================================================================================================================================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 120 bnc-brown 7 1665"
[1] "vanilla bllip-xs 120 dundee 7 24529"
|=============================================================================================================================================================================================================== | 95% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 7 3093"
|================================================================================================================================================================================================================== | 97% ~0 s remaining [1] "vanilla bllip-xs 922 bnc-brown 7 1696"
|==================================================================================================================================================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 7 24451"
|======================================================================================================================================================================================================================= | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 7 3118"
|==========================================================================================================================================================================================================================|100% ~0 s remaining [1] "5gram bllip-lg 1111 bnc-brown 7 1689"
[1] "5gram bllip-lg 1111 dundee 7 24606"
[1] "5gram bllip-lg 1111 natural-stories 7 3088"
[1] "5gram bllip-md 1111 bnc-brown 7 1692"
[1] "5gram bllip-md 1111 dundee 7 24585"
[1] "5gram bllip-md 1111 natural-stories 7 3055"
[1] "5gram bllip-sm 1111 bnc-brown 7 1660"
[1] "5gram bllip-sm 1111 dundee 7 24477"
[1] "5gram bllip-sm 1111 natural-stories 7 3079"
[1] "5gram bllip-xs 1111 bnc-brown 7 1715"
[1] "5gram bllip-xs 1111 dundee 7 24540"
[1] "5gram bllip-xs 1111 natural-stories 7 3103"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 7 1692"
[1] "gpt2 bllip-lg 1587139950 dundee 7 24582"
[1] "gpt2 bllip-lg 1587139950 natural-stories 7 3135"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 7 1696"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 7 24547"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 7 3113"
[1] "gpt2 bllip-md 1586986276 bnc-brown 7 1697"
[1] "gpt2 bllip-md 1586986276 dundee 7 24561"
[1] "gpt2 bllip-md 1586986276 natural-stories 7 3096"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 7 24515"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 7 3100"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 7 1698"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 7 24564"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 7 3081"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 7 1692"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 7 24598"
[1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 7 3110"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 7 1704"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 7 24563"
[1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 7 3090"
[1] "rnng bllip-lg 7245 bnc-brown 7 1721"
[1] "rnng bllip-lg 7245 dundee 7 24505"
[1] "rnng bllip-lg 7245 natural-stories 7 3100"
[1] "rnng bllip-md 3602 bnc-brown 7 1688"
[1] "rnng bllip-md 3602 dundee 7 24579"
|============================================================================================ | 43% ~3 s remaining [1] "rnng bllip-md 3602 natural-stories 7 3086"
|=============================================================================================== | 44% ~3 s remaining [1] "rnng bllip-md 44862 bnc-brown 7 1703"
|================================================================================================= | 45% ~3 s remaining [1] "rnng bllip-md 44862 dundee 7 24562"
|==================================================================================================== | 46% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 7 3096"
|====================================================================================================== | 47% ~3 s remaining [1] "rnng bllip-sm 7877 bnc-brown 7 1696"
|========================================================================================================= | 48% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 7 24519"
|=========================================================================================================== | 49% ~3 s remaining [1] "rnng bllip-sm 7877 natural-stories 7 3110"
|============================================================================================================== | 51% ~3 s remaining [1] "rnng bllip-sm 64924 bnc-brown 7 1665"
|================================================================================================================ | 52% ~3 s remaining [1] "rnng bllip-sm 64924 dundee 7 24475"
|=================================================================================================================== | 53% ~3 s remaining [1] "rnng bllip-sm 64924 natural-stories 7 3063"
|===================================================================================================================== | 54% ~3 s remaining [1] "rnng bllip-xs 4301 bnc-brown 7 1683"
|======================================================================================================================== | 55% ~2 s remaining [1] "rnng bllip-xs 4301 dundee 7 24651"
|========================================================================================================================== | 56% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 7 3069"
|============================================================================================================================= | 57% ~2 s remaining [1] "rnng bllip-xs 28066 bnc-brown 7 1686"
|=============================================================================================================================== | 59% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 7 24601"
|================================================================================================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 7 3044"
|==================================================================================================================================== | 61% ~2 s remaining [1] "rnng bllip-xs 28068 bnc-brown 7 1691"
|======================================================================================================================================= | 62% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 7 24455"
|========================================================================================================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 7 3077"
|============================================================================================================================================ | 64% ~2 s remaining [1] "rnng bllip-xs 51272 bnc-brown 7 1681"
|============================================================================================================================================== | 66% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 7 24537"
|================================================================================================================================================= | 67% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 7 3088"
|=================================================================================================================================================== | 68% ~2 s remaining [1] "vanilla bllip-lg 111 bnc-brown 7 1703"
|====================================================================================================================================================== | 69% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 7 24516"
|======================================================================================================================================================== | 70% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 7 3108"
|=========================================================================================================================================================== | 71% ~2 s remaining [1] "vanilla bllip-md 120 bnc-brown 7 1695"
|============================================================================================================================================================= | 72% ~2 s remaining [1] "vanilla bllip-md 120 dundee 7 24451"
|================================================================================================================================================================ | 74% ~2 s remaining [1] "vanilla bllip-md 120 natural-stories 7 3083"
|================================================================================================================================================================== | 75% ~1 s remaining [1] "vanilla bllip-md 607 bnc-brown 7 1715"
|===================================================================================================================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 7 1705"
|======================================================================================================================================================================= | 77% ~1 s remaining [1] "vanilla bllip-md 922 dundee 7 24561"
|========================================================================================================================================================================== | 78% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 7 3094"
|============================================================================================================================================================================ | 79% ~1 s remaining [1] "vanilla bllip-sm 111 bnc-brown 7 1702"
|=============================================================================================================================================================================== | 80% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 7 24629"
|================================================================================================================================================================================= | 82% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 7 3098"
|==================================================================================================================================================================================== | 83% ~1 s remaining [1] "vanilla bllip-sm 120 bnc-brown 7 1690"
|====================================================================================================================================================================================== | 84% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 7 24601"
|========================================================================================================================================================================================= | 85% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 7 3094"
|=========================================================================================================================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 922 bnc-brown 7 1703"
|============================================================================================================================================================================================== | 87% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 7 24640"
|================================================================================================================================================================================================ | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 7 3097"
|=================================================================================================================================================================================================== | 90% ~1 s remaining [1] "vanilla bllip-xs 111 bnc-brown 7 1699"
|===================================================================================================================================================================================================== | 91% ~1 s remaining [1] "vanilla bllip-xs 111 dundee 7 24572"
|======================================================================================================================================================================================================== | 92% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 7 3093"
|========================================================================================================================================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 120 bnc-brown 7 1665"
|============================================================================================================================================================================================================= | 94% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 7 24529"
|=============================================================================================================================================================================================================== | 95% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 7 3093"
|================================================================================================================================================================================================================== | 97% ~0 s remaining [1] "vanilla bllip-xs 922 bnc-brown 7 1696"
|==================================================================================================================================================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 7 24451"
|======================================================================================================================================================================================================================= | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 7 3118"
|==========================================================================================================================================================================================================================|100% ~0 s remaining
[1] "5gram bllip-lg 1111 bnc-brown 8 1695"
[1] "5gram bllip-lg 1111 dundee 8 24543"
[1] "5gram bllip-lg 1111 natural-stories 8 3111"
[1] "5gram bllip-md 1111 bnc-brown 8 1709"
[1] "5gram bllip-md 1111 dundee 8 24584"
[1] "5gram bllip-md 1111 natural-stories 8 3110"
[1] "5gram bllip-sm 1111 bnc-brown 8 1714"
[1] "5gram bllip-sm 1111 dundee 8 24525"
[1] "5gram bllip-sm 1111 natural-stories 8 3079"
[1] "5gram bllip-xs 1111 bnc-brown 8 1698"
[1] "5gram bllip-xs 1111 dundee 8 24522"
[1] "5gram bllip-xs 1111 natural-stories 8 3076"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 8 1717"
[1] "gpt2 bllip-lg 1587139950 dundee 8 24574"
[1] "gpt2 bllip-lg 1587139950 natural-stories 8 3069"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 8 1686"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 8 24478"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 8 3093"
[1] "gpt2 bllip-md 1586986276 bnc-brown 8 1689"
[1] "gpt2 bllip-md 1586986276 dundee 8 24582"
[1] "gpt2 bllip-md 1586986276 natural-stories 8 3072"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 8 24451"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 8 3134"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 8 1699"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 8 24572"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 8 3121"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 8 1702"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 8 24506"
[1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 8 3076"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 8 1711"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 8 24545"
[1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 8 3054"
[1] "rnng bllip-lg 7245 bnc-brown 8 1690"
[1] "rnng bllip-lg 7245 dundee 8 24553"
[1] "rnng bllip-lg 7245 natural-stories 8 3098"
[1] "rnng bllip-md 3602 bnc-brown 8 1699"
[1] "rnng bllip-md 3602 dundee 8 24516"
[1] "rnng bllip-md 3602 natural-stories 8 3109"
[1] "rnng bllip-md 44862 bnc-brown 8 1677"
[1] "rnng bllip-md 44862 dundee 8 24625"
|==================================================================================================== | 46% ~2 s remaining [1] "rnng bllip-md 44862 natural-stories 8 3132"
|====================================================================================================== | 47% ~2 s remaining [1] "rnng bllip-sm 7877 bnc-brown 8 1690"
|========================================================================================================= | 48% ~2 s remaining [1] "rnng bllip-sm 7877 dundee 8 24540"
|=========================================================================================================== | 49% ~2 s remaining [1] "rnng bllip-sm 7877 natural-stories 8 3094"
|============================================================================================================== | 51% ~2 s remaining [1] "rnng bllip-sm 64924 bnc-brown 8 1693"
|================================================================================================================ | 52% ~2 s remaining [1] "rnng bllip-sm 64924 dundee 8 24506"
|=================================================================================================================== | 53% ~2 s remaining [1] "rnng bllip-sm 64924 natural-stories 8 3090"
|===================================================================================================================== | 54% ~2 s remaining [1] "rnng bllip-xs 4301 bnc-brown 8 1719"
|======================================================================================================================== | 55% ~2 s remaining [1] "rnng bllip-xs 4301 dundee 8 24563"
|========================================================================================================================== | 56% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 8 3105"
|============================================================================================================================= | 57% ~2 s remaining [1] "rnng bllip-xs 28066 bnc-brown 8 1698"
|=============================================================================================================================== | 59% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 8 24582"
|================================================================================================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 8 3097"
|==================================================================================================================================== | 61% ~2 s remaining [1] "rnng bllip-xs 28068 bnc-brown 8 1696"
|======================================================================================================================================= | 62% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 8 24557"
|========================================================================================================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 8 3070"
|============================================================================================================================================ | 64% ~2 s remaining [1] "rnng bllip-xs 51272 bnc-brown 8 1699"
|============================================================================================================================================== | 66% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 8 24546"
|================================================================================================================================================= | 67% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 8 3107"
|=================================================================================================================================================== | 68% ~2 s remaining [1] "vanilla bllip-lg 111 bnc-brown 8 1684"
|====================================================================================================================================================== | 69% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 8 24524"
|======================================================================================================================================================== | 70% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 8 3085"
|=========================================================================================================================================================== | 71% ~2 s remaining [1] "vanilla bllip-md 120 bnc-brown 8 1704"
|============================================================================================================================================================= | 72% ~2 s remaining [1] "vanilla bllip-md 120 dundee 8 24576"
|================================================================================================================================================================ | 74% ~1 s remaining [1] "vanilla bllip-md 120 natural-stories 8 3079"
|================================================================================================================================================================== | 75% ~1 s remaining [1] "vanilla bllip-md 607 bnc-brown 8 1674"
|===================================================================================================================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 8 1691"
|======================================================================================================================================================================= | 77% ~1 s remaining [1] "vanilla bllip-md 922 dundee 8 24506"
|========================================================================================================================================================================== | 78% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 8 3123"
|============================================================================================================================================================================ | 79% ~1 s remaining [1] "vanilla bllip-sm 111 bnc-brown 8 1700"
[1] "vanilla bllip-sm 111 dundee 8 24536"
|================================================================================================================================================================================= | 82% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 8 3083"
|==================================================================================================================================================================================== | 83% ~1 s remaining [1] "vanilla bllip-sm 120 bnc-brown 8 1691"
|====================================================================================================================================================================================== | 84% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 8 24505"
|========================================================================================================================================================================================= | 85% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 8 3108"
|=========================================================================================================================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 922 bnc-brown 8 1706"
|============================================================================================================================================================================================== | 87% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 8 24565"
|================================================================================================================================================================================================ | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 8 3093"
|=================================================================================================================================================================================================== | 90% ~1 s remaining [1] "vanilla bllip-xs 111 bnc-brown 8 1678"
|===================================================================================================================================================================================================== | 91% ~1 s remaining [1] "vanilla bllip-xs 111 dundee 8 24569"
|======================================================================================================================================================================================================== | 92% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 8 3107"
|========================================================================================================================================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 120 bnc-brown 8 1690"
[1] "vanilla bllip-xs 120 dundee 8 24520"
|=============================================================================================================================================================================================================== | 95% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 8 3124"
|================================================================================================================================================================================================================== | 97% ~0 s remaining [1] "vanilla bllip-xs 922 bnc-brown 8 1689"
|==================================================================================================================================================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 8 24598"
|======================================================================================================================================================================================================================= | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 8 3100"
|==========================================================================================================================================================================================================================|100% ~0 s remaining [1] "5gram bllip-lg 1111 bnc-brown 8 1695"
[1] "5gram bllip-lg 1111 dundee 8 24543"
[1] "5gram bllip-lg 1111 natural-stories 8 3111"
[1] "5gram bllip-md 1111 bnc-brown 8 1709"
[1] "5gram bllip-md 1111 dundee 8 24584"
[1] "5gram bllip-md 1111 natural-stories 8 3110"
[1] "5gram bllip-sm 1111 bnc-brown 8 1714"
[1] "5gram bllip-sm 1111 dundee 8 24525"
[1] "5gram bllip-sm 1111 natural-stories 8 3079"
[1] "5gram bllip-xs 1111 bnc-brown 8 1698"
[1] "5gram bllip-xs 1111 dundee 8 24522"
[1] "5gram bllip-xs 1111 natural-stories 8 3076"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 8 1717"
[1] "gpt2 bllip-lg 1587139950 dundee 8 24574"
[1] "gpt2 bllip-lg 1587139950 natural-stories 8 3069"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 8 1686"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 8 24478"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 8 3093"
[1] "gpt2 bllip-md 1586986276 bnc-brown 8 1689"
[1] "gpt2 bllip-md 1586986276 dundee 8 24582"
[1] "gpt2 bllip-md 1586986276 natural-stories 8 3072"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 8 24451"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 8 3134"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 8 1699"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 8 24572"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 8 3121"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 8 1702"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 8 24506"
[1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 8 3076"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 8 1711"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 8 24545"
[1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 8 3054"
[1] "rnng bllip-lg 7245 bnc-brown 8 1690"
[1] "rnng bllip-lg 7245 dundee 8 24553"
[1] "rnng bllip-lg 7245 natural-stories 8 3098"
[1] "rnng bllip-md 3602 bnc-brown 8 1699"
[1] "rnng bllip-md 3602 dundee 8 24516"
|============================================================================================ | 43% ~3 s remaining [1] "rnng bllip-md 3602 natural-stories 8 3109"
|=============================================================================================== | 44% ~3 s remaining [1] "rnng bllip-md 44862 bnc-brown 8 1677"
|================================================================================================= | 45% ~3 s remaining [1] "rnng bllip-md 44862 dundee 8 24625"
|==================================================================================================== | 46% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 8 3132"
|====================================================================================================== | 47% ~3 s remaining [1] "rnng bllip-sm 7877 bnc-brown 8 1690"
|========================================================================================================= | 48% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 8 24540"
|=========================================================================================================== | 49% ~3 s remaining [1] "rnng bllip-sm 7877 natural-stories 8 3094"
|============================================================================================================== | 51% ~3 s remaining [1] "rnng bllip-sm 64924 bnc-brown 8 1693"
|================================================================================================================ | 52% ~3 s remaining [1] "rnng bllip-sm 64924 dundee 8 24506"
|=================================================================================================================== | 53% ~3 s remaining [1] "rnng bllip-sm 64924 natural-stories 8 3090"
|===================================================================================================================== | 54% ~2 s remaining [1] "rnng bllip-xs 4301 bnc-brown 8 1719"
|======================================================================================================================== | 55% ~2 s remaining [1] "rnng bllip-xs 4301 dundee 8 24563"
|========================================================================================================================== | 56% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 8 3105"
|============================================================================================================================= | 57% ~2 s remaining [1] "rnng bllip-xs 28066 bnc-brown 8 1698"
|=============================================================================================================================== | 59% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 8 24582"
|================================================================================================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 8 3097"
|==================================================================================================================================== | 61% ~2 s remaining [1] "rnng bllip-xs 28068 bnc-brown 8 1696"
|======================================================================================================================================= | 62% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 8 24557"
|========================================================================================================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 8 3070"
|============================================================================================================================================ | 64% ~2 s remaining [1] "rnng bllip-xs 51272 bnc-brown 8 1699"
|============================================================================================================================================== | 66% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 8 24546"
|================================================================================================================================================= | 67% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 8 3107"
|=================================================================================================================================================== | 68% ~2 s remaining [1] "vanilla bllip-lg 111 bnc-brown 8 1684"
|====================================================================================================================================================== | 69% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 8 24524"
|======================================================================================================================================================== | 70% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 8 3085"
|=========================================================================================================================================================== | 71% ~2 s remaining [1] "vanilla bllip-md 120 bnc-brown 8 1704"
|============================================================================================================================================================= | 72% ~2 s remaining [1] "vanilla bllip-md 120 dundee 8 24576"
|================================================================================================================================================================ | 74% ~2 s remaining [1] "vanilla bllip-md 120 natural-stories 8 3079"
|================================================================================================================================================================== | 75% ~2 s remaining [1] "vanilla bllip-md 607 bnc-brown 8 1674"
|===================================================================================================================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 8 1691"
|======================================================================================================================================================================= | 77% ~1 s remaining [1] "vanilla bllip-md 922 dundee 8 24506"
|========================================================================================================================================================================== | 78% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 8 3123"
|============================================================================================================================================================================ | 79% ~1 s remaining [1] "vanilla bllip-sm 111 bnc-brown 8 1700"
|=============================================================================================================================================================================== | 80% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 8 24536"
|================================================================================================================================================================================= | 82% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 8 3083"
|==================================================================================================================================================================================== | 83% ~1 s remaining [1] "vanilla bllip-sm 120 bnc-brown 8 1691"
|====================================================================================================================================================================================== | 84% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 8 24505"
|========================================================================================================================================================================================= | 85% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 8 3108"
|=========================================================================================================================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 922 bnc-brown 8 1706"
|============================================================================================================================================================================================== | 87% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 8 24565"
|================================================================================================================================================================================================ | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 8 3093"
|=================================================================================================================================================================================================== | 90% ~1 s remaining [1] "vanilla bllip-xs 111 bnc-brown 8 1678"
|===================================================================================================================================================================================================== | 91% ~1 s remaining [1] "vanilla bllip-xs 111 dundee 8 24569"
|======================================================================================================================================================================================================== | 92% ~1 s remaining [1] "vanilla bllip-xs 111 natural-stories 8 3107"
|========================================================================================================================================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 120 bnc-brown 8 1690"
|============================================================================================================================================================================================================= | 94% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 8 24520"
|=============================================================================================================================================================================================================== | 95% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 8 3124"
|================================================================================================================================================================================================================== | 97% ~0 s remaining [1] "vanilla bllip-xs 922 bnc-brown 8 1689"
|==================================================================================================================================================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 8 24598"
|======================================================================================================================================================================================================================= | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 8 3100"
|==========================================================================================================================================================================================================================|100% ~0 s remaining
[1] "5gram bllip-lg 1111 bnc-brown 9 1687"
[1] "5gram bllip-lg 1111 dundee 9 24569"
[1] "5gram bllip-lg 1111 natural-stories 9 3082"
[1] "5gram bllip-md 1111 bnc-brown 9 1689"
[1] "5gram bllip-md 1111 dundee 9 24471"
[1] "5gram bllip-md 1111 natural-stories 9 3130"
[1] "5gram bllip-sm 1111 bnc-brown 9 1717"
[1] "5gram bllip-sm 1111 dundee 9 24527"
[1] "5gram bllip-sm 1111 natural-stories 9 3066"
[1] "5gram bllip-xs 1111 bnc-brown 9 1716"
[1] "5gram bllip-xs 1111 dundee 9 24483"
[1] "5gram bllip-xs 1111 natural-stories 9 3051"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 9 1713"
[1] "gpt2 bllip-lg 1587139950 dundee 9 24520"
[1] "gpt2 bllip-lg 1587139950 natural-stories 9 3089"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 9 1690"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 9 24509"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 9 3106"
[1] "gpt2 bllip-md 1586986276 bnc-brown 9 1704"
[1] "gpt2 bllip-md 1586986276 dundee 9 24501"
[1] "gpt2 bllip-md 1586986276 natural-stories 9 3095"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 9 24581"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 9 3101"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 9 1676"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 9 24588"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 9 3102"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 9 1708"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 9 24596"
[1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 9 3104"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 9 1689"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 9 24487"
[1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 9 3111"
[1] "rnng bllip-lg 7245 bnc-brown 9 1699"
[1] "rnng bllip-lg 7245 dundee 9 24547"
[1] "rnng bllip-lg 7245 natural-stories 9 3107"
[1] "rnng bllip-md 3602 bnc-brown 9 1701"
[1] "rnng bllip-md 3602 dundee 9 24566"
[1] "rnng bllip-md 3602 natural-stories 9 3093"
[1] "rnng bllip-md 44862 bnc-brown 9 1687"
[1] "rnng bllip-md 44862 dundee 9 24523"
|==================================================================================================== | 46% ~2 s remaining [1] "rnng bllip-md 44862 natural-stories 9 3082"
|====================================================================================================== | 47% ~2 s remaining [1] "rnng bllip-sm 7877 bnc-brown 9 1712"
[1] "rnng bllip-sm 7877 dundee 9 24643"
|=========================================================================================================== | 49% ~2 s remaining [1] "rnng bllip-sm 7877 natural-stories 9 3100"
|============================================================================================================== | 51% ~2 s remaining [1] "rnng bllip-sm 64924 bnc-brown 9 1699"
[1] "rnng bllip-sm 64924 dundee 9 24569"
|=================================================================================================================== | 53% ~2 s remaining [1] "rnng bllip-sm 64924 natural-stories 9 3102"
|===================================================================================================================== | 54% ~2 s remaining [1] "rnng bllip-xs 4301 bnc-brown 9 1691"
|======================================================================================================================== | 55% ~2 s remaining [1] "rnng bllip-xs 4301 dundee 9 24624"
|========================================================================================================================== | 56% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 9 3076"
|============================================================================================================================= | 57% ~2 s remaining [1] "rnng bllip-xs 28066 bnc-brown 9 1660"
|=============================================================================================================================== | 59% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 9 24526"
|================================================================================================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 9 3107"
|==================================================================================================================================== | 61% ~2 s remaining [1] "rnng bllip-xs 28068 bnc-brown 9 1697"
|======================================================================================================================================= | 62% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 9 24553"
|========================================================================================================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 9 3105"
|============================================================================================================================================ | 64% ~2 s remaining [1] "rnng bllip-xs 51272 bnc-brown 9 1684"
|============================================================================================================================================== | 66% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 9 24509"
|================================================================================================================================================= | 67% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 9 3091"
|=================================================================================================================================================== | 68% ~2 s remaining [1] "vanilla bllip-lg 111 bnc-brown 9 1679"
|====================================================================================================================================================== | 69% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 9 24641"
|======================================================================================================================================================== | 70% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 9 3113"
|=========================================================================================================================================================== | 71% ~2 s remaining [1] "vanilla bllip-md 120 bnc-brown 9 1692"
|============================================================================================================================================================= | 72% ~2 s remaining [1] "vanilla bllip-md 120 dundee 9 24487"
|================================================================================================================================================================ | 74% ~2 s remaining [1] "vanilla bllip-md 120 natural-stories 9 3117"
|================================================================================================================================================================== | 75% ~2 s remaining [1] "vanilla bllip-md 607 bnc-brown 9 1686"
|===================================================================================================================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 9 1685"
|======================================================================================================================================================================= | 77% ~1 s remaining [1] "vanilla bllip-md 922 dundee 9 24529"
|========================================================================================================================================================================== | 78% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 9 3088"
|============================================================================================================================================================================ | 79% ~1 s remaining [1] "vanilla bllip-sm 111 bnc-brown 9 1680"
[1] "vanilla bllip-sm 111 dundee 9 24517"
|================================================================================================================================================================================= | 82% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 9 3121"
|==================================================================================================================================================================================== | 83% ~1 s remaining [1] "vanilla bllip-sm 120 bnc-brown 9 1703"
|====================================================================================================================================================================================== | 84% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 9 24580"
|========================================================================================================================================================================================= | 85% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 9 3094"
|=========================================================================================================================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 922 bnc-brown 9 1687"
|============================================================================================================================================================================================== | 87% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 9 24500"
|================================================================================================================================================================================================ | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 9 3061"
|=================================================================================================================================================================================================== | 90% ~1 s remaining [1] "vanilla bllip-xs 111 bnc-brown 9 1696"
[1] "vanilla bllip-xs 111 dundee 9 24568"
|======================================================================================================================================================================================================== | 92% ~1 s remaining [1] "vanilla bllip-xs 111 natural-stories 9 3084"
|========================================================================================================================================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 120 bnc-brown 9 1683"
[1] "vanilla bllip-xs 120 dundee 9 24509"
|=============================================================================================================================================================================================================== | 95% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 9 3092"
|================================================================================================================================================================================================================== | 97% ~0 s remaining [1] "vanilla bllip-xs 922 bnc-brown 9 1688"
[1] "vanilla bllip-xs 922 dundee 9 24657"
|======================================================================================================================================================================================================================= | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 9 3108"
|==========================================================================================================================================================================================================================|100% ~0 s remaining [1] "5gram bllip-lg 1111 bnc-brown 9 1687"
[1] "5gram bllip-lg 1111 dundee 9 24569"
[1] "5gram bllip-lg 1111 natural-stories 9 3082"
[1] "5gram bllip-md 1111 bnc-brown 9 1689"
[1] "5gram bllip-md 1111 dundee 9 24471"
[1] "5gram bllip-md 1111 natural-stories 9 3130"
[1] "5gram bllip-sm 1111 bnc-brown 9 1717"
[1] "5gram bllip-sm 1111 dundee 9 24527"
[1] "5gram bllip-sm 1111 natural-stories 9 3066"
[1] "5gram bllip-xs 1111 bnc-brown 9 1716"
[1] "5gram bllip-xs 1111 dundee 9 24483"
[1] "5gram bllip-xs 1111 natural-stories 9 3051"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 9 1713"
[1] "gpt2 bllip-lg 1587139950 dundee 9 24520"
[1] "gpt2 bllip-lg 1587139950 natural-stories 9 3089"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 9 1690"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 9 24509"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 9 3106"
[1] "gpt2 bllip-md 1586986276 bnc-brown 9 1704"
[1] "gpt2 bllip-md 1586986276 dundee 9 24501"
[1] "gpt2 bllip-md 1586986276 natural-stories 9 3095"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 9 24581"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 9 3101"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 9 1676"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 9 24588"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 9 3102"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 9 1708"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 9 24596"
[1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 9 3104"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 9 1689"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 9 24487"
[1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 9 3111"
[1] "rnng bllip-lg 7245 bnc-brown 9 1699"
[1] "rnng bllip-lg 7245 dundee 9 24547"
[1] "rnng bllip-lg 7245 natural-stories 9 3107"
[1] "rnng bllip-md 3602 bnc-brown 9 1701"
|========================================================================================== | 41% ~3 s remaining [1] "rnng bllip-md 3602 dundee 9 24566"
|============================================================================================ | 43% ~3 s remaining [1] "rnng bllip-md 3602 natural-stories 9 3093"
|=============================================================================================== | 44% ~3 s remaining [1] "rnng bllip-md 44862 bnc-brown 9 1687"
|================================================================================================= | 45% ~3 s remaining [1] "rnng bllip-md 44862 dundee 9 24523"
|==================================================================================================== | 46% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 9 3082"
|====================================================================================================== | 47% ~3 s remaining [1] "rnng bllip-sm 7877 bnc-brown 9 1712"
|========================================================================================================= | 48% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 9 24643"
|=========================================================================================================== | 49% ~3 s remaining [1] "rnng bllip-sm 7877 natural-stories 9 3100"
|============================================================================================================== | 51% ~3 s remaining [1] "rnng bllip-sm 64924 bnc-brown 9 1699"
|================================================================================================================ | 52% ~3 s remaining [1] "rnng bllip-sm 64924 dundee 9 24569"
|=================================================================================================================== | 53% ~3 s remaining [1] "rnng bllip-sm 64924 natural-stories 9 3102"
|===================================================================================================================== | 54% ~3 s remaining [1] "rnng bllip-xs 4301 bnc-brown 9 1691"
|======================================================================================================================== | 55% ~3 s remaining [1] "rnng bllip-xs 4301 dundee 9 24624"
|========================================================================================================================== | 56% ~3 s remaining [1] "rnng bllip-xs 4301 natural-stories 9 3076"
|============================================================================================================================= | 57% ~2 s remaining [1] "rnng bllip-xs 28066 bnc-brown 9 1660"
|=============================================================================================================================== | 59% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 9 24526"
|================================================================================================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 9 3107"
|==================================================================================================================================== | 61% ~2 s remaining [1] "rnng bllip-xs 28068 bnc-brown 9 1697"
|======================================================================================================================================= | 62% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 9 24553"
|========================================================================================================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 9 3105"
|============================================================================================================================================ | 64% ~2 s remaining [1] "rnng bllip-xs 51272 bnc-brown 9 1684"
|============================================================================================================================================== | 66% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 9 24509"
|================================================================================================================================================= | 67% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 9 3091"
|=================================================================================================================================================== | 68% ~2 s remaining [1] "vanilla bllip-lg 111 bnc-brown 9 1679"
|====================================================================================================================================================== | 69% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 9 24641"
|======================================================================================================================================================== | 70% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 9 3113"
|=========================================================================================================================================================== | 71% ~2 s remaining [1] "vanilla bllip-md 120 bnc-brown 9 1692"
|============================================================================================================================================================= | 72% ~2 s remaining [1] "vanilla bllip-md 120 dundee 9 24487"
|================================================================================================================================================================ | 74% ~2 s remaining [1] "vanilla bllip-md 120 natural-stories 9 3117"
|================================================================================================================================================================== | 75% ~2 s remaining [1] "vanilla bllip-md 607 bnc-brown 9 1686"
|===================================================================================================================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 9 1685"
|======================================================================================================================================================================= | 77% ~1 s remaining [1] "vanilla bllip-md 922 dundee 9 24529"
|========================================================================================================================================================================== | 78% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 9 3088"
|============================================================================================================================================================================ | 79% ~1 s remaining [1] "vanilla bllip-sm 111 bnc-brown 9 1680"
|=============================================================================================================================================================================== | 80% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 9 24517"
|================================================================================================================================================================================= | 82% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 9 3121"
|==================================================================================================================================================================================== | 83% ~1 s remaining [1] "vanilla bllip-sm 120 bnc-brown 9 1703"
|====================================================================================================================================================================================== | 84% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 9 24580"
|========================================================================================================================================================================================= | 85% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 9 3094"
|=========================================================================================================================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 922 bnc-brown 9 1687"
|============================================================================================================================================================================================== | 87% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 9 24500"
|================================================================================================================================================================================================ | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 9 3061"
|=================================================================================================================================================================================================== | 90% ~1 s remaining [1] "vanilla bllip-xs 111 bnc-brown 9 1696"
|===================================================================================================================================================================================================== | 91% ~1 s remaining [1] "vanilla bllip-xs 111 dundee 9 24568"
|======================================================================================================================================================================================================== | 92% ~1 s remaining [1] "vanilla bllip-xs 111 natural-stories 9 3084"
|========================================================================================================================================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 120 bnc-brown 9 1683"
|============================================================================================================================================================================================================= | 94% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 9 24509"
|=============================================================================================================================================================================================================== | 95% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 9 3092"
|================================================================================================================================================================================================================== | 97% ~0 s remaining [1] "vanilla bllip-xs 922 bnc-brown 9 1688"
|==================================================================================================================================================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 9 24657"
|======================================================================================================================================================================================================================= | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 9 3108"
|==========================================================================================================================================================================================================================|100% ~0 s remaining
[1] "5gram bllip-lg 1111 bnc-brown 10 1672"
[1] "5gram bllip-lg 1111 dundee 10 24542"
[1] "5gram bllip-lg 1111 natural-stories 10 3099"
[1] "5gram bllip-md 1111 bnc-brown 10 1709"
[1] "5gram bllip-md 1111 dundee 10 24544"
[1] "5gram bllip-md 1111 natural-stories 10 3104"
[1] "5gram bllip-sm 1111 bnc-brown 10 1690"
[1] "5gram bllip-sm 1111 dundee 10 24589"
[1] "5gram bllip-sm 1111 natural-stories 10 3097"
[1] "5gram bllip-xs 1111 bnc-brown 10 1700"
[1] "5gram bllip-xs 1111 dundee 10 24496"
[1] "5gram bllip-xs 1111 natural-stories 10 3111"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 10 1705"
[1] "gpt2 bllip-lg 1587139950 dundee 10 24578"
[1] "gpt2 bllip-lg 1587139950 natural-stories 10 3087"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 10 1710"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 10 24541"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 10 3084"
[1] "gpt2 bllip-md 1586986276 bnc-brown 10 1693"
[1] "gpt2 bllip-md 1586986276 dundee 10 24585"
[1] "gpt2 bllip-md 1586986276 natural-stories 10 3091"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 10 24648"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 10 3086"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 10 1687"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 10 24439"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 10 3093"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 10 1689"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 10 24507"
[1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 10 3108"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 10 1687"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 10 24592"
[1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 10 3120"
[1] "rnng bllip-lg 7245 bnc-brown 10 1691"
[1] "rnng bllip-lg 7245 dundee 10 24527"
[1] "rnng bllip-lg 7245 natural-stories 10 3126"
[1] "rnng bllip-md 3602 bnc-brown 10 1694"
[1] "rnng bllip-md 3602 dundee 10 24539"
[1] "rnng bllip-md 3602 natural-stories 10 3096"
|=============================================================================================== | 44% ~3 s remaining [1] "rnng bllip-md 44862 bnc-brown 10 1712"
|================================================================================================= | 45% ~3 s remaining [1] "rnng bllip-md 44862 dundee 10 24505"
|==================================================================================================== | 46% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 10 3091"
|====================================================================================================== | 47% ~3 s remaining [1] "rnng bllip-sm 7877 bnc-brown 10 1695"
|========================================================================================================= | 48% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 10 24551"
|=========================================================================================================== | 49% ~3 s remaining [1] "rnng bllip-sm 7877 natural-stories 10 3097"
|============================================================================================================== | 51% ~3 s remaining [1] "rnng bllip-sm 64924 bnc-brown 10 1699"
[1] "rnng bllip-sm 64924 dundee 10 24515"
|=================================================================================================================== | 53% ~3 s remaining [1] "rnng bllip-sm 64924 natural-stories 10 3081"
|===================================================================================================================== | 54% ~3 s remaining [1] "rnng bllip-xs 4301 bnc-brown 10 1697"
|======================================================================================================================== | 55% ~3 s remaining [1] "rnng bllip-xs 4301 dundee 10 24564"
|========================================================================================================================== | 56% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 10 3119"
|============================================================================================================================= | 57% ~2 s remaining [1] "rnng bllip-xs 28066 bnc-brown 10 1678"
|=============================================================================================================================== | 59% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 10 24583"
|================================================================================================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 10 3117"
|==================================================================================================================================== | 61% ~2 s remaining [1] "rnng bllip-xs 28068 bnc-brown 10 1715"
|======================================================================================================================================= | 62% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 10 24588"
|========================================================================================================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 10 3113"
|============================================================================================================================================ | 64% ~2 s remaining [1] "rnng bllip-xs 51272 bnc-brown 10 1694"
|============================================================================================================================================== | 66% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 10 24595"
|================================================================================================================================================= | 67% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 10 3099"
|=================================================================================================================================================== | 68% ~2 s remaining [1] "vanilla bllip-lg 111 bnc-brown 10 1688"
|====================================================================================================================================================== | 69% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 10 24585"
|======================================================================================================================================================== | 70% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 10 3071"
|=========================================================================================================================================================== | 71% ~2 s remaining [1] "vanilla bllip-md 120 bnc-brown 10 1677"
[1] "vanilla bllip-md 120 dundee 10 24617"
|================================================================================================================================================================ | 74% ~2 s remaining [1] "vanilla bllip-md 120 natural-stories 10 3147"
|================================================================================================================================================================== | 75% ~2 s remaining [1] "vanilla bllip-md 607 bnc-brown 10 1692"
|===================================================================================================================================================================== | 76% ~2 s remaining [1] "vanilla bllip-md 922 bnc-brown 10 1697"
|======================================================================================================================================================================= | 77% ~2 s remaining [1] "vanilla bllip-md 922 dundee 10 24533"
|========================================================================================================================================================================== | 78% ~2 s remaining [1] "vanilla bllip-md 922 natural-stories 10 3108"
|============================================================================================================================================================================ | 79% ~1 s remaining [1] "vanilla bllip-sm 111 bnc-brown 10 1674"
|=============================================================================================================================================================================== | 80% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 10 24584"
|================================================================================================================================================================================= | 82% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 10 3069"
|==================================================================================================================================================================================== | 83% ~1 s remaining [1] "vanilla bllip-sm 120 bnc-brown 10 1696"
[1] "vanilla bllip-sm 120 dundee 10 24485"
|========================================================================================================================================================================================= | 85% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 10 3095"
|=========================================================================================================================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 922 bnc-brown 10 1703"
[1] "vanilla bllip-sm 922 dundee 10 24477"
|================================================================================================================================================================================================ | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 10 3087"
|=================================================================================================================================================================================================== | 90% ~1 s remaining [1] "vanilla bllip-xs 111 bnc-brown 10 1685"
|===================================================================================================================================================================================================== | 91% ~1 s remaining [1] "vanilla bllip-xs 111 dundee 10 24477"
|======================================================================================================================================================================================================== | 92% ~1 s remaining [1] "vanilla bllip-xs 111 natural-stories 10 3080"
|========================================================================================================================================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 120 bnc-brown 10 1693"
|============================================================================================================================================================================================================= | 94% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 10 24521"
|=============================================================================================================================================================================================================== | 95% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 10 3089"
|================================================================================================================================================================================================================== | 97% ~0 s remaining [1] "vanilla bllip-xs 922 bnc-brown 10 1701"
|==================================================================================================================================================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 10 24485"
|======================================================================================================================================================================================================================= | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 10 3075"
|==========================================================================================================================================================================================================================|100% ~0 s remaining [1] "5gram bllip-lg 1111 bnc-brown 10 1672"
[1] "5gram bllip-lg 1111 dundee 10 24542"
[1] "5gram bllip-lg 1111 natural-stories 10 3099"
[1] "5gram bllip-md 1111 bnc-brown 10 1709"
[1] "5gram bllip-md 1111 dundee 10 24544"
[1] "5gram bllip-md 1111 natural-stories 10 3104"
[1] "5gram bllip-sm 1111 bnc-brown 10 1690"
[1] "5gram bllip-sm 1111 dundee 10 24589"
[1] "5gram bllip-sm 1111 natural-stories 10 3097"
[1] "5gram bllip-xs 1111 bnc-brown 10 1700"
[1] "5gram bllip-xs 1111 dundee 10 24496"
[1] "5gram bllip-xs 1111 natural-stories 10 3111"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 10 1705"
[1] "gpt2 bllip-lg 1587139950 dundee 10 24578"
[1] "gpt2 bllip-lg 1587139950 natural-stories 10 3087"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 10 1710"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 10 24541"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 10 3084"
[1] "gpt2 bllip-md 1586986276 bnc-brown 10 1693"
[1] "gpt2 bllip-md 1586986276 dundee 10 24585"
[1] "gpt2 bllip-md 1586986276 natural-stories 10 3091"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 10 24648"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 10 3086"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 10 1687"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 10 24439"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 10 3093"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 10 1689"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 10 24507"
[1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 10 3108"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 10 1687"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 10 24592"
[1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 10 3120"
[1] "rnng bllip-lg 7245 bnc-brown 10 1691"
[1] "rnng bllip-lg 7245 dundee 10 24527"
[1] "rnng bllip-lg 7245 natural-stories 10 3126"
[1] "rnng bllip-md 3602 bnc-brown 10 1694"
[1] "rnng bllip-md 3602 dundee 10 24539"
|============================================================================================ | 43% ~3 s remaining [1] "rnng bllip-md 3602 natural-stories 10 3096"
|=============================================================================================== | 44% ~3 s remaining [1] "rnng bllip-md 44862 bnc-brown 10 1712"
|================================================================================================= | 45% ~3 s remaining [1] "rnng bllip-md 44862 dundee 10 24505"
|==================================================================================================== | 46% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 10 3091"
|====================================================================================================== | 47% ~3 s remaining [1] "rnng bllip-sm 7877 bnc-brown 10 1695"
|========================================================================================================= | 48% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 10 24551"
|=========================================================================================================== | 49% ~3 s remaining [1] "rnng bllip-sm 7877 natural-stories 10 3097"
|============================================================================================================== | 51% ~3 s remaining [1] "rnng bllip-sm 64924 bnc-brown 10 1699"
|================================================================================================================ | 52% ~2 s remaining [1] "rnng bllip-sm 64924 dundee 10 24515"
|=================================================================================================================== | 53% ~2 s remaining [1] "rnng bllip-sm 64924 natural-stories 10 3081"
|===================================================================================================================== | 54% ~2 s remaining [1] "rnng bllip-xs 4301 bnc-brown 10 1697"
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#write.csv(full_residuals, "../data/analysis_checkpoints/full_residuals.csv")
#write.csv(baseline_residuals, "../data/analysis_checkpoints/baseline_residuals.csv")
model_deltas = log_lik_deltas %>%
group_by(model, training, seed, corpus) %>%
summarise(mean_delta_log_lik = mean(delta_log_lik),
sem_delta_log_lik = sd(delta_log_lik) / sqrt(length(delta_log_lik)))
write.csv(full_model_results, "../data/analysis_checkpoints/full_model_result.csv")
write.csv(baseline_results, "../data/analysis_checkpoints/baseline_results.csv")
#full_model_results = read.csv("../data/analysis_checkpoints/ffull_model_results.csv")
#baseline_results = read.csv("../data/analysis_checkpoints/fbaseline_resultsb.csv")
metric <- "ΔLogLik"
#metric <- "-ΔMSE"
# # Select the relevant metric.
model_deltas = model_deltas %>%
# Retrieve the current test metric
mutate(delta_test_mean = mean_delta_log_lik,
delta_test_sem = sem_delta_log_lik) %>%
# mutate(delta_test_mean = mean_delta_mse,
# delta_test_sem = sem_delta_mse)
# Remove the raw metrics.
select(-mean_delta_log_lik, -sem_delta_log_lik,
#-mean_delta_mse, -sem_delta_mse
)
model_deltas
# Sanity check: training on train+test data should yield improved performance over training on just training data. (When evaluating on test data.)
full_baselines = all_data %>%
group_by(model, training, seed, corpus) %>%
summarise(baseline_train_all_test_lik = logLik_test(lm(psychometric ~ len + freq + sent_pos, data=.), semi_join(test_data, ., by=c("training", "model", "seed", "corpus")), semi_join(test_data, ., by=c("training", "model", "seed", "corpus"))$psychometric)) %>%
ungroup()
full_baselines
full_baselines %>%
right_join(baselines, by=c("seed", "training", "model", "corpus")) %>%
mutate(delta=baseline_train_all_test_lik-baseline_test_lik) %>%
select(-baseline_lik) # %>%
#select(-baseline_test_lik, -baseline_train_all_test_lik, -baseline_lik, -baseline_test_mse)
language_model_data = read.csv("../data/model_metadata.csv") %>%
mutate(model = as.character(model),
model = if_else(model == "gpt-2", "gpt2", model),
model = as.factor(model)) %>%
mutate(train_size = case_when(str_starts(training, "bllip-lg") ~ 42,
str_starts(training, "bllip-md") ~ 15,
str_starts(training, "bllip-sm") ~ 5,
str_starts(training, "bllip-xs") ~ 1),
# Training vocabulary usually covaries with the training corpus.
# But BPE models share a vocabulary across training corpora.
training_vocab=as.factor(ifelse(str_detect(training, "gptbpe"), "gptbpe", as.character(training))),
training_source=as.factor(str_replace(as.character(training), "-gptbpe", ""))
) %>%
mutate(seed = as.factor(seed)) %>%
select(-pid, -test_loss) %>%
distinct(model, training, seed, .keep_all = TRUE)
table(language_model_data$seed)
0 111 120 922 1111 3602 4301 7245 7877 28066 28068 44862 51272 64924 1581807512 1581807578 1581861474 1581955288 1582126320 1611262494 1611265210
4 7 6 5 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
table(model_deltas$seed)
111 120 607 922 1111 3602 4301 7245 7877 28066 28068 44862 51272 64924 1581807512 1581807578 1586986276 1587139950 1611262494 1611265210
9 9 1 9 14 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
First join delta-metric data with model auxiliary data.
model_deltas = model_deltas %>%
merge(language_model_data, by = c("seed", "training", "model"), all=T) %>%
drop_na()
model_deltas
Also join on the original linear model data, rather than collapsing to delta-metrics. This will support regressions later on that don’t collapse across folds.
# Exclude ordered-neurons from all analyses.
model_deltas <- model_deltas %>%
filter(model != "ordered-neurons")
# Exclude bad GPT models.
model_deltas <- model_deltas %>%
filter(model != "gpt2" | !(seed %in% c(1581955288, 1581861474, 1582126320)))
all_data %>% ggplot(aes(x=corpus)) + geom_bar()
print(all_data %>% group_by(corpus) %>% summarise(n=n()))
all_data %>%
ggplot(aes(x=freq, color=corpus)) + geom_density()
all_data %>%
ggplot(aes(x=len, color=corpus)) + geom_density()
all_data %>%
ggplot(aes(x=surprisal, color=corpus)) + geom_density()
model_deltas %>%
ggplot(aes(x=sg_score, y=delta_test_mean)) +
geom_errorbar(aes(ymin=delta_test_mean-delta_test_sem, ymax=delta_test_mean+delta_test_sem)) +
geom_smooth(method="lm", se=T) +
geom_point(stat="identity", position="dodge", alpha=1, size=3, aes(color=training_vocab, shape=model)) +
ylab(metric) +
xlab("Syntax Generalization Score") +
ggtitle("Syntactic Generalization vs. Predictive Power") +
scale_color_manual(values = c("bllip-lg"="#440154FF",
"bllip-md"="#39568CFF",
"bllip-sm"="#1F968BFF",
"bllip-xs"="#73D055FF",
"gptbpe"="#888888")) +
facet_grid(~corpus, scales="free") +
theme(axis.text=element_text(size=14),
strip.text.x = element_text(size=14),
legend.text=element_text(size=14),
axis.title=element_text(size=18),
legend.position = "bottom")
#ggsave("./cogsci_images/sg_loglik.png",height=5,width=6)
We control for effects of perplexity by relating the residuals of a performance ~ PPL regression to SG score.
# Prepare a residualized regression for x1 onto y, controlling for the effects of x2.
d_resid = model_deltas %>%
drop_na() %>%
group_by(corpus) %>%
# Residualize delta metric w.r.t PPL for each model--training--seed within
# training vocabulary
mutate(resid.delta = resid(lm(delta_test_mean ~ training_vocab:test_ppl))) %>%
# Residualize SG score w.r.t. PPL for each model--training--seed
# within training vocabulary
mutate(resid.sg = resid(lm(sg_score ~ training_vocab:test_ppl))) %>%
ungroup()
# Now plot residual vs SG
d_resid %>%
ggplot(aes(x=resid.sg, y=resid.delta)) +
theme_bw() +
scale_shape_manual(values = c(21, 24, 22, 23)) +
geom_smooth(method="lm", se=T, alpha=0.3) +
geom_point(stat="identity", position="dodge", alpha=1, size=5, aes(shape = model, fill=training_source, color = training_vocab, stroke = 1)) +
ylab(paste("Residual", metric)) +
xlab("Residual Syntax Generalization Score") +
ggtitle("Syntactic Generalization vs. Predictive Power") +
labs(color="training") +
scale_color_manual(values = c("bllip-lg"="#440154FF",
"bllip-md"="#39568CFF",
"bllip-sm"="#1F968BFF",
"bllip-xs"="#73D055FF",
"gptbpe"="#f0941f")) +
scale_fill_manual(values = c("bllip-lg"="#440154FF",
"bllip-md"="#39568CFF",
"bllip-sm"="#1F968BFF",
"bllip-xs"="#73D055FF",
"gptbpe"="#f0941f"), guide=F) +
facet_grid(.~corpus, scales="free") +
theme(axis.text=element_text(size=14),
strip.text.x = element_text(size=14),
legend.text=element_text(size=14),
axis.title=element_text(size=18),
legend.position = "right")
ggsave("../images/cogsci2020/dll_sg.pdf",height=4.5,width=9, device = cairo_pdf)
do_stepwise_regression = function(cur_corpus) {
regression_data = model_deltas %>%
filter(corpus == cur_corpus)
print("----------------------")
print(cur_corpus)
lm1 = lm(delta_test_mean ~ training_vocab:test_ppl, data = regression_data)
lm2 = lm(delta_test_mean ~ training_vocab:test_ppl + sg_score, data = regression_data)
print(anova(lm1, lm2))
summary(lm2)
}
do_stepwise_regression("bnc-brown")
[1] "----------------------"
[1] "bnc-brown"
Analysis of Variance Table
Model 1: delta_test_mean ~ training_vocab:test_ppl
Model 2: delta_test_mean ~ training_vocab:test_ppl + sg_score
Res.Df RSS Df Sum of Sq F Pr(>F)
1 20 0.00010381
2 19 0.00007619 1 2.7617e-05 6.887 0.0167 *
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Call:
lm(formula = delta_test_mean ~ training_vocab:test_ppl + sg_score,
data = regression_data)
Residuals:
Min 1Q Median 3Q Max
-0.0030275 -0.0006859 -0.0001488 0.0004360 0.0049661
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 1.603e-02 1.937e-03 8.277 1.01e-07 ***
sg_score -9.472e-03 3.609e-03 -2.624 0.01670 *
training_vocabbllip-lg:test_ppl 3.858e-05 1.904e-05 2.026 0.05701 .
training_vocabbllip-md:test_ppl -1.215e-05 1.622e-05 -0.749 0.46293
training_vocabbllip-sm:test_ppl -4.043e-05 1.374e-05 -2.943 0.00835 **
training_vocabbllip-xs:test_ppl -4.913e-05 9.091e-06 -5.405 3.25e-05 ***
training_vocabgptbpe:test_ppl -1.010e-05 4.768e-06 -2.118 0.04761 *
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Residual standard error: 0.002002 on 19 degrees of freedom
Multiple R-squared: 0.78, Adjusted R-squared: 0.7106
F-statistic: 11.23 on 6 and 19 DF, p-value: 2.192e-05
do_stepwise_regression("dundee")
[1] "----------------------"
[1] "dundee"
Analysis of Variance Table
Model 1: delta_test_mean ~ training_vocab:test_ppl
Model 2: delta_test_mean ~ training_vocab:test_ppl + sg_score
Res.Df RSS Df Sum of Sq F Pr(>F)
1 20 4.3511e-05
2 19 1.6136e-05 1 2.7375e-05 32.235 1.792e-05 ***
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Call:
lm(formula = delta_test_mean ~ training_vocab:test_ppl + sg_score,
data = regression_data)
Residuals:
Min 1Q Median 3Q Max
-0.0013727 -0.0004759 -0.0000158 0.0003643 0.0019568
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 9.938e-03 8.915e-04 11.148 8.90e-10 ***
sg_score -9.430e-03 1.661e-03 -5.678 1.79e-05 ***
training_vocabbllip-lg:test_ppl 1.598e-06 8.762e-06 0.182 0.85719
training_vocabbllip-md:test_ppl 1.152e-06 7.465e-06 0.154 0.87895
training_vocabbllip-sm:test_ppl -1.346e-05 6.322e-06 -2.129 0.04652 *
training_vocabbllip-xs:test_ppl -1.582e-05 4.184e-06 -3.781 0.00126 **
training_vocabgptbpe:test_ppl -2.323e-06 2.194e-06 -1.059 0.30307
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Residual standard error: 0.0009215 on 19 degrees of freedom
Multiple R-squared: 0.7306, Adjusted R-squared: 0.6456
F-statistic: 8.589 on 6 and 19 DF, p-value: 0.0001339
do_stepwise_regression("natural-stories")
[1] "----------------------"
[1] "natural-stories"
Analysis of Variance Table
Model 1: delta_test_mean ~ training_vocab:test_ppl
Model 2: delta_test_mean ~ training_vocab:test_ppl + sg_score
Res.Df RSS Df Sum of Sq F Pr(>F)
1 20 2.8774e-05
2 19 2.1659e-05 1 7.1149e-06 6.2416 0.02182 *
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Call:
lm(formula = delta_test_mean ~ training_vocab:test_ppl + sg_score,
data = regression_data)
Residuals:
Min 1Q Median 3Q Max
-0.0022008 -0.0005803 0.0002550 0.0006805 0.0013215
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 1.105e-02 1.033e-03 10.695 1.77e-09 ***
sg_score -4.808e-03 1.924e-03 -2.498 0.02182 *
training_vocabbllip-lg:test_ppl -6.151e-05 1.015e-05 -6.059 7.92e-06 ***
training_vocabbllip-md:test_ppl -5.557e-05 8.649e-06 -6.426 3.68e-06 ***
training_vocabbllip-sm:test_ppl -6.020e-05 7.325e-06 -8.219 1.12e-07 ***
training_vocabbllip-xs:test_ppl -3.515e-05 4.847e-06 -7.251 6.99e-07 ***
training_vocabgptbpe:test_ppl -7.707e-06 2.542e-06 -3.032 0.00686 **
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Residual standard error: 0.001068 on 19 degrees of freedom
Multiple R-squared: 0.8196, Adjusted R-squared: 0.7626
F-statistic: 14.38 on 6 and 19 DF, p-value: 3.641e-06
# The residualized analysis and the stepwise regression analysis
# should yield the same coefficients for the SG score variable.
#
# Below, we compute the slope coefficient for the SG term in the
# residualized analyses.
#
# These coefficients should match those found in the stepwise
# regression for `sg_score` above.
d_resid %>% group_by(corpus) %>%
group_modify(~tidy(lm(resid.delta ~ training_vocab:test_ppl + resid.sg, data=.))
%>% filter(term == "resid.sg")) %>%
select(corpus, estimate)
model_deltas %>%
mutate(test_ppl = if_else(test_ppl > 500, 329.9, test_ppl),
bpe = if_else(training_vocab == "gptbpe", "yes", "no")) %>%
ggplot(aes(x=test_ppl, y=delta_test_mean, shape = model, ymin=0)) +
theme_bw() +
geom_text(aes(x=275, y=0, label = c("//"))) +
geom_errorbar(aes(ymin=delta_test_mean-delta_test_sem, ymax=delta_test_mean+delta_test_sem, color=training_vocab), alpha=0.4) +
#geom_smooth(method="lm", se=F) +
geom_point(stat="identity", position="dodge", alpha=1, size=5, aes(fill=training_source, color = training_vocab, stroke = 1)) +
ylab("ΔLogLik per token") +
xlab("Test Perplexity") +
#coord_cartesian(ylim = c(1, 16)) +
ggtitle("Test Perplexity vs. Predictive Power") +
labs(color="training") +
scale_color_manual(values = c("bllip-lg"="#440154FF",
"bllip-md"="#39568CFF",
"bllip-sm"="#1F968BFF",
"bllip-xs"="#73D055FF",
"gptbpe"="#f0941f")) +
scale_fill_manual(values = c("bllip-lg"="#440154FF",
"bllip-md"="#39568CFF",
"bllip-sm"="#1F968BFF",
"bllip-xs"="#73D055FF",
"gptbpe"="#f0941f"), guide=F) +
scale_shape_manual(values = c(21, 24, 22, 23)) +
scale_x_continuous(labels=c(0, 50, 100, 150, 200, 250, 500 ,550), breaks=c(0, 50, 100, 150, 200, 250, 300, 350), minor_breaks = NULL) +
scale_y_continuous(limits = c(0, NA), expand = c(0,0)) +
facet_wrap(~corpus, scales="free") +
coord_cartesian(clip="off") +
theme(axis.text=element_text(size=12),
strip.text.x = element_text(size=12),
legend.text=element_text(size=12),
axis.title=element_text(size=12),
legend.position = "right")
ggsave("../images/cogsci2020/ppl_loglik.pdf",height=5,width=12, device = cairo_pdf)
lmd = model_deltas %>%
mutate(training_vocab=ifelse(str_detect(as.character(training), "gptbpe"),
"gptbpe", as.character(training)))
summary(lmer(delta_test_mean ~ training_vocab:test_ppl + (1 | corpus) + (1 | model), data=lmd))
Linear mixed model fit by REML. t-tests use Satterthwaite's method ['lmerModLmerTest']
Formula: delta_test_mean ~ training_vocab:test_ppl + (1 | corpus) + (1 | model)
Data: lmd
REML criterion at convergence: -616.7
Scaled residuals:
Min 1Q Median 3Q Max
-2.5463 -0.4997 -0.1887 0.4441 2.6177
Random effects:
Groups Name Variance Std.Dev.
model (Intercept) 2.200e-06 0.001483
corpus (Intercept) 6.036e-06 0.002457
Residual 3.886e-06 0.001971
Number of obs: 78, groups: model, 4; corpus, 3
Fixed effects:
Estimate Std. Error df t value Pr(>|t|)
(Intercept) 9.411e-03 1.996e-03 4.503e+00 4.716 0.00686 **
training_vocabbllip-lg:test_ppl -7.790e-06 2.092e-05 3.549e+00 -0.372 0.73078
training_vocabbllip-md:test_ppl -2.372e-05 1.832e-05 3.390e+00 -1.294 0.27666
training_vocabbllip-sm:test_ppl -3.346e-05 1.506e-05 3.355e+00 -2.222 0.10334
training_vocabbllip-xs:test_ppl -2.861e-05 1.017e-05 3.269e+00 -2.813 0.06079 .
training_vocabgptbpe:test_ppl -7.387e-06 2.984e-06 6.939e+01 -2.475 0.01575 *
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Correlation of Fixed Effects:
(Intr) trnng_vcbbllp-l:_ trnng_vcbbllp-m:_ trnng_vcbbllp-s:_ trnng_vcbbllp-x:_
trnng_vcbbllp-l:_ -0.542
trnng_vcbbllp-m:_ -0.554 0.863
trnng_vcbbllp-s:_ -0.557 0.868 0.887
trnng_vcbbllp-x:_ -0.563 0.876 0.898 0.902
trnng_vcb:_ -0.227 0.249 0.254 0.256 0.258
This is a reproduction of Figure 2 from Hu et al.
model_deltas %>%
mutate(test_ppl = if_else(test_ppl > 500, 329.9, test_ppl)) %>%
mutate(train_size = log(train_size)) %>%
mutate(bpe = if_else(training_vocab == "gptbpe", "yes", "no"),
bpe = as.factor(bpe)) %>%
ggplot(aes(x=test_ppl, y=sg_score)) +
theme_bw() +
geom_hline(yintercept = 0.28, linetype = "dashed", color="gray") +
geom_text(aes(x=240, y=0.3), label="random", color="gray") +
geom_point(stat="identity", position="dodge", alpha=0.3, size=4, aes(shape = model, fill=training_source, color = training_vocab, stroke = 1)) +
geom_text(aes(x=275, y=0, label = c("//"))) +
ylab("SG Score") +
xlab("Test Perplexity") +
ggtitle("Test PPL vs. SG Score") +
labs(color="training") +
scale_color_manual(values = c("bllip-lg"="#440154FF",
"bllip-md"="#39568CFF",
"bllip-sm"="#1F968BFF",
"bllip-xs"="#73D055FF",
"gptbpe"="#f0941f")) +
scale_fill_manual(values = c("bllip-lg"="#440154FF",
"bllip-md"="#39568CFF",
"bllip-sm"="#1F968BFF",
"bllip-xs"="#73D055FF",
"gptbpe"="#f0941f"), guide=F) +
scale_shape_manual(values = c("5gram"=21, vanilla=22, gpt2=24, rnng=23)) +
scale_x_continuous(labels=c(0, 50, 100, 150, 200, 250, 500 ,550), breaks=c(0, 50, 100, 150, 200, 250, 300, 350), minor_breaks = NULL) +
scale_y_continuous(limits = c(0, 1), expand = c(0,0)) +
theme(axis.text=element_text(size=12),
strip.text.x = element_text(size=12),
legend.text=element_text(size=8),
legend.title=element_text(size=8),
axis.title=element_text(size=14),
legend.position = "none",
legend.direction = "horizontal",
legend.key.width = unit(0.3,"cm"),
legend.spacing.x = unit(0.1, 'cm'))
ggsave("../images/cogsci2020/ppl_sg.pdf",height=4.5,width=3, device = cairo_pdf)
all_data %>%
ggplot(aes(x=surprisal, color=model)) +
theme_bw() +
geom_density() +
facet_wrap(.~corpus, ncol=1, scales="free", strip.position = "right") +
coord_cartesian(xlim = c(0, 25)) +
ggtitle("Distribution of Surprisal") +
ggsave("../images/cogsci2020/surp_corr_marginals.png",height=5,width=4)
k = 1.97
# Fit a GAM for a bootstrap sample.
fit_gam_inner = function(bootstrap_sample, key) {
# This bootstrap sample may have repeated elements. That causes a problem for
# mgcv, which internally cross-validates some model parameters -- it may
# allocate repeated elements to different folds and thus double-dip. We'll
# prevent this by instead providing the whole (pre-bootstrap) dataset to mgcv,
# and using `weights` to constrain which elements are seen, and how many
# times. (Repeated elements of the sample may get a weight of 2 or 3 or N,
# which is exactly what we want.)
# rsplit$data contains the original entire dataset.
df = bootstrap_sample$data
# as.integer.rsplit returns the indices of the examples which are in-sample.
# convert this to a count vector, with dimension N (total dataset rows)
weights = tabulate(as.integer(bootstrap_sample), nrow(df))
if (key$corpus == "dundee") {
# Reading time regression: use features of current and previous word
m = gam(psychometric ~ s(surprisal, bs = 'cr', k = 20) + s(prev_surp, bs = 'cr', k = 20) +
te(freq, len, bs = 'cr') + te(prev_freq, prev_len, bs = 'cr'),
data = df, weights = weights)
terms_to_predict = c("s(surprisal)", "s(prev_surp)")
} else {
# SPRT regression: use features of current and 3 previous words
m = gam(psychometric ~ s(surprisal, bs = 'cr', k = 20) + s(prev_surp, bs = 'cr', k = 20) +
s(prev2_surp, bs = 'cr', k = 20) + s(prev3_surp, bs = 'cr', k = 20) +
te(freq, len, bs = 'cr') + te(prev_freq, prev_len, bs = 'cr') +
te(prev2_freq, prev2_len, bs = 'cr') + te(prev3_freq, prev3_len, bs = 'cr'),
data = df, weights = weights)
terms_to_predict = c("s(surprisal)", "s(prev_surp)",
"s(prev2_surp)", "s(prev3_surp)")
}
# Produce psychometric predictions line using just the relevant context-specific predictors.
newdata = data.frame(surprisal=seq(0,20,by=0.1),
prev_surp=seq(0,20,by=0.1),
prev2_surp=seq(0,20,by=0.1),
prev3_surp=seq(0,20,by=0.1),
freq=0, prev_freq=0, prev2_freq=0, prev3_freq=0,
len=0, prev_len=0, prev2_len=0, prev3_len=0)
# Returns a matrix N_samples * N_terms.
per_term_predictions = predict(m, newdata=newdata, terms=terms_to_predict, type="terms")
# Additive model -- sum across predictor response contributions (matrix columns).
predictions = rowSums(per_term_predictions)
return(newdata %>% mutate(y=predictions))
}
# Fit a bootstrap-re-estimated GAM for the given model--corpus--training group.
fit_gam = function(df, key, alpha=0.05) {
# Bootstrap-resample data
boot_models = df %>% bootstraps(times=50) %>%
# Fit a GAM and get predictions for each sample
mutate(smoothed=map(splits, fit_gam_inner, key=key))
# Extract mean and 5% and 95% percentile y-values for each surprisal value
result = boot_models %>%
unnest(smoothed) %>%
select(surprisal, y) %>%
group_by(surprisal) %>%
summarise(y_lower=quantile(y, alpha / 2),
y_upper=quantile(y, 1 - alpha / 2),
y=mean(y)) %>%
ungroup()
return (result)
}
smooths = all_data %>%
mutate(
training_vocab=as.factor(ifelse(str_detect(training, "gptbpe"), "gptbpe", as.character(training))),
training_source=as.factor(str_replace(as.character(training), "-gptbpe", ""))) %>%
group_by(training_vocab, training_source, model, corpus) %>%
group_modify(fit_gam) %>%
ungroup()
write.csv(smooths, "../data/gam_smooths.csv")
ymin = -40
ymax = 100
xmin = 0
xmax = 20
get_d_points = function(df, model, training, corpus){
x = density(df$surprisal)$x
y = density(df$surprisal)$y
return(data.frame(model, training, corpus, x, y))
}
# Get the density points
density_data = all_data %>%
mutate(model = recode(model, vanilla="lstm")) %>%
group_by(model, training, corpus) %>%
do({get_d_points(., unique(.$model), unique(.$training), unique(.$corpus))}) %>%
ungroup() %>%
mutate(training_vocab=as.factor(ifelse(str_detect(training, "gptbpe"), "gptbpe", as.character(training))),
training_source=as.factor(str_replace(as.character(training), "-gptbpe", "")),
bpe=training_vocab == "gptbpe",) %>%
filter(x>0, x<20)
smooths = read.csv("../data/gam_smooths.sl2013.all.csv")
cannot open file '../data/gam_smooths.sl2013.all.csv': No such file or directoryError in file(file, "rt") : cannot open the connection